Here you can find the results of our study.

Set-Up

Packages

# install packages
# devtools::install_github("https://github.com/tdienlin/td")

library(confintr)
library(corrplot)
library(devtools)
library(easystats)
library(GGally)
library(ggplot2)
library(haven)
library(kableExtra)
library(knitr)
library(lavaan)
library(magrittr)
library(mice)
library(MVN)
library(naniar)
library(PerFit)
library(psych)
library(quanteda.textstats)
library(pwr)
library(semPlot)
library(sjlabelled)
library(simsem)
library(semTools)
library(tidyverse)
library(td)

load("data/workspace_1.RData")
source("custom_functions.R")

Data-Wrangling

Labels

Means

Missing data

First filter those who didn’t finish the questionnaire.

Let’s first inspect missing data.

How many missing do we have?

## [1] 27
## [1] 8.19e-05

Only 23 cells are missing – which is very little. To be precise, 0.00006 percent only.

Which variables are affected?

Missing answers vary randomly across variables.

How about participants?

Only six participants with missing data, and even then, not much. We hence decided to keep everyone.

Quality checks

We preregistered to remove participants faster than 3 standard deviations than the median response time.

However, this made little sense. The median response time was 821 and the standard deviation 644.519. Hence, three SDs below median was -1112.558, hence not informative.

Instead, we decided to remove respondents who took less than five minutes answering the questionnaire, which we considered unreasonably fast.

Average response time was 16 minutes. We removed 10 because they answered the survey unreasonably fast.

Let’s inspect for potential response patterns.

Sociodemographics

To improve privacy, we didn’t collect exact but binned measures of sociodemographics.

Let’s first inspect age. Here, the age categories were as follows:

1: Under 18 years old 2: 18-24 years old 3: 25-34 years old 4: 35-44 years old 5: 45-54 years old 6: 55-64 years old 7: 65+ years old

## 
##   2   3   4   5   6   7 
## 141 338 279 313 226 262

No person indicated being younger than 18 years old. Hence, everybody could be included.

The mean age was 45 to 54 years of age.

Let’s next inspect gender. Categories were:

1: “Man” 2: “Woman” 3: “Third gender / Other”

## 
##    1    2    3 
## 0.48 0.50 0.01

48 percent were male, 50 female, and 1 percent indicated third/other gender.

Let’s next inspect education. Categories were:

1: “No college degree” 2: “College degree”

## 
##    1    2 
## 0.31 0.69

69% reported having a college degree.

Let’s next inspect ethnicity. Answer categories were as follows:

1: “White” 2: “Other”

## 
##    1    2 
## 0.78 0.22

78 % percent were white, 22 % not white.

Items

All items were answered on a 7-point scale with the following options:

“To what extent do you agree or disagree with the following statements?”

(-3) Strongly Disagree, (-2) Disagree, (-1) Slightly Disagree, (0) Neutral, (1) Slightly Agree (2) Agree, (3) Strongly Agree

Ceiling/Floor effects

Let’s first check for ceiling and floor effects.

## HEX_HOH_SIN_01 HEX_HOH_SIN_02 HEX_HOH_SIN_03 HEX_HOH_SIN_04 HEX_HOH_FAI_01 HEX_HOH_FAI_02 HEX_HOH_FAI_03 HEX_HOH_FAI_04 HEX_HOH_GRE_01 HEX_HOH_GRE_02 
##           4.63           4.53           4.94           4.88           4.97           5.55           5.16           5.44           3.86           4.29 
## HEX_HOH_GRE_03 HEX_HOH_GRE_04 HEX_HOH_MOD_01 HEX_HOH_MOD_02 HEX_HOH_MOD_03 HEX_HOH_MOD_04     HEX_ALT_01     HEX_ALT_02     HEX_ALT_03     HEX_ALT_04 
##           4.92           4.38           5.61           5.45           5.45           5.34           5.83           4.88           5.73           5.37 
## HEX_EMO_FEA_01 HEX_EMO_FEA_02 HEX_EMO_FEA_03 HEX_EMO_FEA_04 HEX_EMO_ANX_01 HEX_EMO_ANX_02 HEX_EMO_ANX_03 HEX_EMO_ANX_04 HEX_EMO_DEP_01 HEX_EMO_DEP_02 
##           4.80           5.07           4.50           4.07           4.89           4.64           4.33           5.26           3.98           3.33 
## HEX_EMO_DEP_03 HEX_EMO_DEP_04 HEX_EMO_SEN_01 HEX_EMO_SEN_02 HEX_EMO_SEN_03 HEX_EMO_SEN_04 HEX_EXT_SSE_01 HEX_EXT_SSE_02 HEX_EXT_SSE_03 HEX_EXT_SSE_04 
##           4.49           3.56           4.27           5.01           5.27           4.61           4.99           5.51           4.62           5.07 
## HEX_EXT_BOL_01 HEX_EXT_BOL_02 HEX_EXT_BOL_03 HEX_EXT_BOL_04 HEX_EXT_SOC_01 HEX_EXT_SOC_02 HEX_EXT_SOC_03 HEX_EXT_SOC_04 HEX_EXT_LIV_01 HEX_EXT_LIV_02 
##           4.33           3.44           3.58           2.97           4.08           3.92           3.45           3.62           3.73           4.87 
## HEX_EXT_LIV_03 HEX_EXT_LIV_04 HEX_AGR_FOR_01 HEX_AGR_FOR_02 HEX_AGR_FOR_03 HEX_AGR_FOR_04 HEX_AGR_GEN_01 HEX_AGR_GEN_02 HEX_AGR_GEN_03 HEX_AGR_GEN_04 
##           5.02           3.98           3.80           4.02           2.22           3.50           4.82           4.68           4.59           4.34 
## HEX_AGR_FLX_01 HEX_AGR_FLX_02 HEX_AGR_FLX_03 HEX_AGR_FLX_04 HEX_AGR_PAT_01 HEX_AGR_PAT_02 HEX_AGR_PAT_03 HEX_AGR_PAT_04 HEX_CNS_ORG_01 HEX_CNS_ORG_02 
##           4.31           4.51           4.54           3.68           5.53           3.47           4.85           4.55           4.81           5.60 
## HEX_CNS_ORG_03 HEX_CNS_ORG_04 HEX_CNS_DIL_01 HEX_CNS_DIL_02 HEX_CNS_DIL_03 HEX_CNS_DIL_04 HEX_CNS_PER_01 HEX_CNS_PER_02 HEX_CNS_PER_03 HEX_CNS_PER_04 
##           5.39           5.13           5.05           5.33           5.07           5.26           5.29           5.76           5.57           3.92 
## HEX_CNS_PRU_01 HEX_CNS_PRU_02 HEX_CNS_PRU_03 HEX_CNS_PRU_04 HEX_OPN_AES_01 HEX_OPN_AES_02 HEX_OPN_AES_03 HEX_OPN_AES_04 HEX_OPN_INQ_01 HEX_OPN_INQ_02 
##           5.07           5.49           4.88           4.84           5.31           4.35           4.71           5.26           4.86           5.02 
## HEX_OPN_INQ_03 HEX_OPN_INQ_04 HEX_OPN_CRE_01 HEX_OPN_CRE_02 HEX_OPN_CRE_03 HEX_OPN_CRE_04 HEX_OPN_UNC_01 HEX_OPN_UNC_02 HEX_OPN_UNC_03 HEX_OPN_UNC_04 
##           4.85           5.05           3.93           5.24           5.09           4.64           4.92           4.77           3.79           4.86 
##     NFP_PSY_01     NFP_PSY_02     NFP_PSY_03     NFP_PSY_04     NFP_SOC_01     NFP_SOC_02     NFP_SOC_03     NFP_SOC_04     NFP_PHY_01     NFP_PHY_02 
##           4.65           4.92           4.26           3.33           3.34           4.79           3.73           5.36           5.23           5.37 
##     NFP_PHY_03     NFP_PHY_04     NFP_GOV_01     NFP_GOV_02     NFP_GOV_03     NFP_GOV_04     NFP_COM_01     NFP_COM_02     NFP_COM_03     NFP_COM_04 
##           4.25           5.40           4.71           4.58           4.46           4.59           4.18           3.77           4.92           5.11 
##     NFP_INF_01     NFP_INF_02     NFP_INF_03     NFP_INF_04     NFP_ANO_01     NFP_ANO_02     NFP_ANO_03     NFP_ANO_04     NFP_GEN_01     NFP_GEN_02 
##           4.88           5.88           5.57           5.58           3.82           2.62           2.05           4.65           5.01           5.70 
##     NFP_GEN_03     NFP_GEN_04 
##           4.38           5.73

No item below floor (1.5) or ceiling (6.5) thresholds.

Personality

Honesty Humility

Sincerity

  • If I want something from a person I dislike, I will act very nicely toward that person in order to get it.
  • I wouldn’t use flattery to get a raise or promotion at work, even if I thought it would succeed.
  • If I want something from someone, I will laugh at that person’s worst jokes.
  • I wouldn’t pretend to like someone just to get that person to do favors for me.
## Call: mardia(x = select(d, paste0(rep(paste0(name, "_0"), 4), 1:4)))
## 
## Mardia tests of multivariate skew and kurtosis
## Use describe(x) the to get univariate tests
## n.obs = 1559   num.vars =  4 
## b1p =  2.07   skew =  538  with probability  <=  2.5e-101
##  small sample skew =  540  with probability <=  1.2e-101
## b2p =  30.5   kurtosis =  18.4  with probability <=  0

Assumption of multivariate normality violated. Hence we’ll use the robust estimator.

## lavaan 0.6.15 ended normally after 25 iterations
## 
##   Estimator                                         ML
##   Optimization method                           NLMINB
##   Number of model parameters                         8
## 
##   Number of observations                          1559
## 
## Model Test User Model:
##                                               Standard      Scaled
##   Test Statistic                                63.205      37.987
##   Degrees of freedom                                 2           2
##   P-value (Chi-square)                           0.000       0.000
##   Scaling correction factor                                  1.664
##     Satorra-Bentler correction                                    
## 
## Model Test Baseline Model:
## 
##   Test statistic                              1969.023    1597.353
##   Degrees of freedom                                 6           6
##   P-value                                        0.000       0.000
##   Scaling correction factor                                  1.233
## 
## User Model versus Baseline Model:
## 
##   Comparative Fit Index (CFI)                    0.969       0.977
##   Tucker-Lewis Index (TLI)                       0.906       0.932
##                                                                   
##   Robust Comparative Fit Index (CFI)                         0.969
##   Robust Tucker-Lewis Index (TLI)                            0.908
## 
## Loglikelihood and Information Criteria:
## 
##   Loglikelihood user model (H0)             -11305.550  -11305.550
##   Loglikelihood unrestricted model (H1)     -11273.948  -11273.948
##                                                                   
##   Akaike (AIC)                               22627.101   22627.101
##   Bayesian (BIC)                             22669.915   22669.915
##   Sample-size adjusted Bayesian (SABIC)      22644.501   22644.501
## 
## Root Mean Square Error of Approximation:
## 
##   RMSEA                                          0.140       0.107
##   90 Percent confidence interval - lower         0.112       0.085
##   90 Percent confidence interval - upper         0.171       0.131
##   P-value H_0: RMSEA <= 0.050                    0.000       0.000
##   P-value H_0: RMSEA >= 0.080                    1.000       0.978
##                                                                   
##   Robust RMSEA                                               0.139
##   90 Percent confidence interval - lower                     0.102
##   90 Percent confidence interval - upper                     0.179
##   P-value H_0: Robust RMSEA <= 0.050                         0.000
##   P-value H_0: Robust RMSEA >= 0.080                         0.995
## 
## Standardized Root Mean Square Residual:
## 
##   SRMR                                           0.037       0.037
## 
## Parameter Estimates:
## 
##   Standard errors                           Robust.sem
##   Information                                 Expected
##   Information saturated (h1) model          Structured
## 
## Latent Variables:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##   HEX_HOH_SIN =~                                                        
##     HEX_HOH_SIN_01    1.000                               1.340    0.788
##     HEX_HOH_SIN_02    0.851    0.039   21.773    0.000    1.141    0.632
##     HEX_HOH_SIN_03    0.987    0.035   27.979    0.000    1.323    0.819
##     HEX_HOH_SIN_04    0.765    0.039   19.769    0.000    1.025    0.571
## 
## Variances:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##    .HEX_HOH_SIN_01    1.095    0.083   13.262    0.000    1.095    0.379
##    .HEX_HOH_SIN_02    1.957    0.106   18.551    0.000    1.957    0.601
##    .HEX_HOH_SIN_03    0.861    0.069   12.530    0.000    0.861    0.330
##    .HEX_HOH_SIN_04    2.178    0.129   16.834    0.000    2.178    0.674
##     HEX_HOH_SIN       1.796    0.100   17.939    0.000    1.000    1.000

Fit is okay, but RMSEA is significantly above .10. Let’s hence inspect modification indices to see if there are potential fixes.

Suggests that item 1 & 3, and item 2 & 4 build subdimensions. Let’s allow covariances.

## lavaan 0.6.15 ended normally after 28 iterations
## 
##   Estimator                                         ML
##   Optimization method                           NLMINB
##   Number of model parameters                        10
##   Number of equality constraints                     1
## 
##   Number of observations                          1559
## 
## Model Test User Model:
##                                               Standard      Scaled
##   Test Statistic                                 6.005       3.972
##   Degrees of freedom                                 1           1
##   P-value (Chi-square)                           0.014       0.046
##   Scaling correction factor                                  1.512
##     Satorra-Bentler correction                                    
## 
## Model Test Baseline Model:
## 
##   Test statistic                              1969.023    1597.353
##   Degrees of freedom                                 6           6
##   P-value                                        0.000       0.000
##   Scaling correction factor                                  1.233
## 
## User Model versus Baseline Model:
## 
##   Comparative Fit Index (CFI)                    0.997       0.998
##   Tucker-Lewis Index (TLI)                       0.985       0.989
##                                                                   
##   Robust Comparative Fit Index (CFI)                         0.998
##   Robust Tucker-Lewis Index (TLI)                            0.986
## 
## Loglikelihood and Information Criteria:
## 
##   Loglikelihood user model (H0)             -11276.951  -11276.951
##   Loglikelihood unrestricted model (H1)     -11273.948  -11273.948
##                                                                   
##   Akaike (AIC)                               22571.901   22571.901
##   Bayesian (BIC)                             22620.067   22620.067
##   Sample-size adjusted Bayesian (SABIC)      22591.476   22591.476
## 
## Root Mean Square Error of Approximation:
## 
##   RMSEA                                          0.057       0.044
##   90 Percent confidence interval - lower         0.020       0.012
##   90 Percent confidence interval - upper         0.104       0.083
##   P-value H_0: RMSEA <= 0.050                    0.317       0.534
##   P-value H_0: RMSEA >= 0.080                    0.239       0.065
##                                                                   
##   Robust RMSEA                                               0.054
##   90 Percent confidence interval - lower                     0.006
##   90 Percent confidence interval - upper                     0.113
##   P-value H_0: Robust RMSEA <= 0.050                         0.349
##   P-value H_0: Robust RMSEA >= 0.080                         0.282
## 
## Standardized Root Mean Square Residual:
## 
##   SRMR                                           0.008       0.008
## 
## Parameter Estimates:
## 
##   Standard errors                           Robust.sem
##   Information                                 Expected
##   Information saturated (h1) model          Structured
## 
## Latent Variables:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##   HEX_HOH_SIN =~                                                        
##     HEX_HOH_SIN_01    1.000                               1.241    0.730
##     HEX_HOH_SIN_02    0.949    0.046   20.557    0.000    1.178    0.652
##     HEX_HOH_SIN_03    1.000    0.038   26.618    0.000    1.241    0.768
##     HEX_HOH_SIN_04    0.838    0.044   19.103    0.000    1.040    0.579
## 
## Covariances:
##                     Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##  .HEX_HOH_SIN_01 ~~                                                      
##    .HEX_HOH_SI (a)     0.282    0.053    5.271    0.000    0.282    0.234
##  .HEX_HOH_SIN_02 ~~                                                      
##    .HEX_HOH_SI (a)     0.282    0.053    5.271    0.000    0.282    0.141
## 
## Variances:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##    .HEX_HOH_SIN_01    1.350    0.091   14.860    0.000    1.350    0.467
##    .HEX_HOH_SIN_02    1.872    0.109   17.201    0.000    1.872    0.574
##    .HEX_HOH_SIN_03    1.071    0.076   14.181    0.000    1.071    0.410
##    .HEX_HOH_SIN_04    2.147    0.133   16.189    0.000    2.147    0.665
##     HEX_HOH_SIN       1.540    0.105   14.676    0.000    1.000    1.000

Fit is now great.

Fairness

  • If I knew that I could never get caught, I would be willing to steal a million dollars.
  • I would be tempted to buy stolen property if I were financially tight.
  • I would never accept a bribe, even if it were very large.
  • I’d be tempted to use counterfeit money, if I were sure I could get away with it.
## Call: mardia(x = select(d, paste0(rep(paste0(name, "_0"), 4), 1:4)))
## 
## Mardia tests of multivariate skew and kurtosis
## Use describe(x) the to get univariate tests
## n.obs = 1559   num.vars =  4 
## b1p =  4.04   skew =  1050  with probability  <=  6.8e-210
##  small sample skew =  1053  with probability <=  1.7e-210
## b2p =  34.3   kurtosis =  29.3  with probability <=  0

Assumption of multivariate normality violated. Hence we’ll use the robust estimator.

## lavaan 0.6.15 ended normally after 25 iterations
## 
##   Estimator                                         ML
##   Optimization method                           NLMINB
##   Number of model parameters                         8
## 
##   Number of observations                          1559
## 
## Model Test User Model:
##                                               Standard      Scaled
##   Test Statistic                                28.751      18.060
##   Degrees of freedom                                 2           2
##   P-value (Chi-square)                           0.000       0.000
##   Scaling correction factor                                  1.592
##     Satorra-Bentler correction                                    
## 
## Model Test Baseline Model:
## 
##   Test statistic                              3013.045    2264.400
##   Degrees of freedom                                 6           6
##   P-value                                        0.000       0.000
##   Scaling correction factor                                  1.331
## 
## User Model versus Baseline Model:
## 
##   Comparative Fit Index (CFI)                    0.991       0.993
##   Tucker-Lewis Index (TLI)                       0.973       0.979
##                                                                   
##   Robust Comparative Fit Index (CFI)                         0.991
##   Robust Tucker-Lewis Index (TLI)                            0.974
## 
## Loglikelihood and Information Criteria:
## 
##   Loglikelihood user model (H0)             -11200.988  -11200.988
##   Loglikelihood unrestricted model (H1)     -11186.613  -11186.613
##                                                                   
##   Akaike (AIC)                               22417.977   22417.977
##   Bayesian (BIC)                             22460.791   22460.791
##   Sample-size adjusted Bayesian (SABIC)      22435.377   22435.377
## 
## Root Mean Square Error of Approximation:
## 
##   RMSEA                                          0.093       0.072
##   90 Percent confidence interval - lower         0.065       0.049
##   90 Percent confidence interval - upper         0.124       0.097
##   P-value H_0: RMSEA <= 0.050                    0.007       0.056
##   P-value H_0: RMSEA >= 0.080                    0.786       0.318
##                                                                   
##   Robust RMSEA                                               0.091
##   90 Percent confidence interval - lower                     0.055
##   90 Percent confidence interval - upper                     0.131
##   P-value H_0: Robust RMSEA <= 0.050                         0.030
##   P-value H_0: Robust RMSEA >= 0.080                         0.719
## 
## Standardized Root Mean Square Residual:
## 
##   SRMR                                           0.017       0.017
## 
## Parameter Estimates:
## 
##   Standard errors                           Robust.sem
##   Information                                 Expected
##   Information saturated (h1) model          Structured
## 
## Latent Variables:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##   HEX_HOH_FAI =~                                                        
##     HEX_HOH_FAI_01    1.000                               1.796    0.856
##     HEX_HOH_FAI_02    0.688    0.025   27.468    0.000    1.236    0.730
##     HEX_HOH_FAI_03    0.677    0.024   28.289    0.000    1.217    0.698
##     HEX_HOH_FAI_04    0.905    0.025   35.960    0.000    1.625    0.854
## 
## Variances:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##    .HEX_HOH_FAI_01    1.178    0.103   11.405    0.000    1.178    0.267
##    .HEX_HOH_FAI_02    1.337    0.078   17.029    0.000    1.337    0.467
##    .HEX_HOH_FAI_03    1.557    0.094   16.525    0.000    1.557    0.513
##    .HEX_HOH_FAI_04    0.977    0.083   11.756    0.000    0.977    0.270
##     HEX_HOH_FAI       3.227    0.137   23.601    0.000    1.000    1.000

Fit is good.

Greed Avoidance

  • Having a lot of money is not especially important to me.
  • I would like to live in a very expensive, high-class neighborhood.
  • I would like to be seen driving around in a very expensive car.
  • I would get a lot of pleasure from owning expensive luxury goods.
## Call: mardia(x = select(d, paste0(rep(paste0(name, "_0"), 4), 1:4)))
## 
## Mardia tests of multivariate skew and kurtosis
## Use describe(x) the to get univariate tests
## n.obs = 1559   num.vars =  4 
## b1p =  0.59   skew =  153  with probability  <=  2e-22
##  small sample skew =  153  with probability <=  1.7e-22
## b2p =  25.4   kurtosis =  3.86  with probability <=  0.00011

Assumption of multivariate normality violated. Hence we’ll use the robust estimator.

## lavaan 0.6.15 ended normally after 25 iterations
## 
##   Estimator                                         ML
##   Optimization method                           NLMINB
##   Number of model parameters                         8
## 
##   Number of observations                          1559
## 
## Model Test User Model:
##                                               Standard      Scaled
##   Test Statistic                                73.157      58.089
##   Degrees of freedom                                 2           2
##   P-value (Chi-square)                           0.000       0.000
##   Scaling correction factor                                  1.259
##     Satorra-Bentler correction                                    
## 
## Model Test Baseline Model:
## 
##   Test statistic                              2046.211    1847.913
##   Degrees of freedom                                 6           6
##   P-value                                        0.000       0.000
##   Scaling correction factor                                  1.107
## 
## User Model versus Baseline Model:
## 
##   Comparative Fit Index (CFI)                    0.965       0.970
##   Tucker-Lewis Index (TLI)                       0.895       0.909
##                                                                   
##   Robust Comparative Fit Index (CFI)                         0.965
##   Robust Tucker-Lewis Index (TLI)                            0.896
## 
## Loglikelihood and Information Criteria:
## 
##   Loglikelihood user model (H0)             -11575.342  -11575.342
##   Loglikelihood unrestricted model (H1)     -11538.764  -11538.764
##                                                                   
##   Akaike (AIC)                               23166.684   23166.684
##   Bayesian (BIC)                             23209.498   23209.498
##   Sample-size adjusted Bayesian (SABIC)      23184.084   23184.084
## 
## Root Mean Square Error of Approximation:
## 
##   RMSEA                                          0.151       0.134
##   90 Percent confidence interval - lower         0.123       0.109
##   90 Percent confidence interval - upper         0.182       0.161
##   P-value H_0: RMSEA <= 0.050                    0.000       0.000
##   P-value H_0: RMSEA >= 0.080                    1.000       1.000
##                                                                   
##   Robust RMSEA                                               0.151
##   90 Percent confidence interval - lower                     0.119
##   90 Percent confidence interval - upper                     0.185
##   P-value H_0: Robust RMSEA <= 0.050                         0.000
##   P-value H_0: Robust RMSEA >= 0.080                         1.000
## 
## Standardized Root Mean Square Residual:
## 
##   SRMR                                           0.040       0.040
## 
## Parameter Estimates:
## 
##   Standard errors                           Robust.sem
##   Information                                 Expected
##   Information saturated (h1) model          Structured
## 
## Latent Variables:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##   HEX_HOH_GRE =~                                                        
##     HEX_HOH_GRE_01    1.000                               0.793    0.447
##     HEX_HOH_GRE_02    1.704    0.106   16.034    0.000    1.352    0.727
##     HEX_HOH_GRE_03    1.777    0.117   15.188    0.000    1.410    0.786
##     HEX_HOH_GRE_04    1.899    0.123   15.445    0.000    1.507    0.824
## 
## Variances:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##    .HEX_HOH_GRE_01    2.527    0.087   28.960    0.000    2.527    0.801
##    .HEX_HOH_GRE_02    1.626    0.091   17.942    0.000    1.626    0.471
##    .HEX_HOH_GRE_03    1.228    0.084   14.632    0.000    1.228    0.382
##    .HEX_HOH_GRE_04    1.072    0.089   12.063    0.000    1.072    0.321
##     HEX_HOH_GRE       0.629    0.078    8.101    0.000    1.000    1.000

Fit is okaish, but RMSEA above .10. Let’s inspect modification indices.

Item 1 & 2, and item 3 & 4 form subdimensions.

## lavaan 0.6.15 ended normally after 31 iterations
## 
##   Estimator                                         ML
##   Optimization method                           NLMINB
##   Number of model parameters                        10
##   Number of equality constraints                     1
## 
##   Number of observations                          1559
## 
## Model Test User Model:
##                                               Standard      Scaled
##   Test Statistic                                 0.937       0.796
##   Degrees of freedom                                 1           1
##   P-value (Chi-square)                           0.333       0.372
##   Scaling correction factor                                  1.177
##     Satorra-Bentler correction                                    
## 
## Model Test Baseline Model:
## 
##   Test statistic                              2046.211    1847.913
##   Degrees of freedom                                 6           6
##   P-value                                        0.000       0.000
##   Scaling correction factor                                  1.107
## 
## User Model versus Baseline Model:
## 
##   Comparative Fit Index (CFI)                    1.000       1.000
##   Tucker-Lewis Index (TLI)                       1.000       1.001
##                                                                   
##   Robust Comparative Fit Index (CFI)                         1.000
##   Robust Tucker-Lewis Index (TLI)                            1.001
## 
## Loglikelihood and Information Criteria:
## 
##   Loglikelihood user model (H0)             -11539.232  -11539.232
##   Loglikelihood unrestricted model (H1)     -11538.764  -11538.764
##                                                                   
##   Akaike (AIC)                               23096.464   23096.464
##   Bayesian (BIC)                             23144.630   23144.630
##   Sample-size adjusted Bayesian (SABIC)      23116.039   23116.039
## 
## Root Mean Square Error of Approximation:
## 
##   RMSEA                                          0.000       0.000
##   90 Percent confidence interval - lower         0.000       0.000
##   90 Percent confidence interval - upper         0.066       0.060
##   P-value H_0: RMSEA <= 0.050                    0.844       0.894
##   P-value H_0: RMSEA >= 0.080                    0.014       0.006
##                                                                   
##   Robust RMSEA                                               0.000
##   90 Percent confidence interval - lower                     0.000
##   90 Percent confidence interval - upper                     0.070
##   P-value H_0: Robust RMSEA <= 0.050                         0.827
##   P-value H_0: Robust RMSEA >= 0.080                         0.022
## 
## Standardized Root Mean Square Residual:
## 
##   SRMR                                           0.004       0.004
## 
## Parameter Estimates:
## 
##   Standard errors                           Robust.sem
##   Information                                 Expected
##   Information saturated (h1) model          Structured
## 
## Latent Variables:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##   HEX_HOH_GRE =~                                                        
##     HEX_HOH_GRE_01    1.000                               0.766    0.431
##     HEX_HOH_GRE_02    1.855    0.130   14.230    0.000    1.421    0.765
##     HEX_HOH_GRE_03    1.704    0.119   14.314    0.000    1.306    0.728
##     HEX_HOH_GRE_04    1.832    0.126   14.549    0.000    1.404    0.768
## 
## Covariances:
##                     Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##  .HEX_HOH_GRE_01 ~~                                                      
##    .HEX_HOH_GR (a)     0.351    0.051    6.816    0.000    0.351    0.183
##  .HEX_HOH_GRE_03 ~~                                                      
##    .HEX_HOH_GR (a)     0.351    0.051    6.816    0.000    0.351    0.244
## 
## Variances:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##    .HEX_HOH_GRE_01    2.569    0.089   28.754    0.000    2.569    0.814
##    .HEX_HOH_GRE_02    1.434    0.094   15.197    0.000    1.434    0.415
##    .HEX_HOH_GRE_03    1.511    0.088   17.165    0.000    1.511    0.470
##    .HEX_HOH_GRE_04    1.371    0.096   14.250    0.000    1.371    0.410
##     HEX_HOH_GRE       0.587    0.080    7.353    0.000    1.000    1.000

Fit is now great.

Modesty

  • I am an ordinary person who is no better than others.
  • I wouldn’t want people to treat me as though I were superior to them.
  • I think that I am entitled to more respect than the average person is.
  • I want people to know that I am an important person of high status.
## Call: mardia(x = select(d, paste0(rep(paste0(name, "_0"), 4), 1:4)))
## 
## Mardia tests of multivariate skew and kurtosis
## Use describe(x) the to get univariate tests
## n.obs = 1559   num.vars =  4 
## b1p =  5.44   skew =  1413  with probability  <=  1.4e-287
##  small sample skew =  1417  with probability <=  2.2e-288
## b2p =  36.1   kurtosis =  34.4  with probability <=  0

Assumption of multivariate normality violated. Hence we’ll use the robust estimator.

## lavaan 0.6.15 ended normally after 27 iterations
## 
##   Estimator                                         ML
##   Optimization method                           NLMINB
##   Number of model parameters                         8
## 
##   Number of observations                          1559
## 
## Model Test User Model:
##                                               Standard      Scaled
##   Test Statistic                                22.744      14.557
##   Degrees of freedom                                 2           2
##   P-value (Chi-square)                           0.000       0.001
##   Scaling correction factor                                  1.562
##     Satorra-Bentler correction                                    
## 
## Model Test Baseline Model:
## 
##   Test statistic                              1433.044     970.283
##   Degrees of freedom                                 6           6
##   P-value                                        0.000       0.000
##   Scaling correction factor                                  1.477
## 
## User Model versus Baseline Model:
## 
##   Comparative Fit Index (CFI)                    0.985       0.987
##   Tucker-Lewis Index (TLI)                       0.956       0.961
##                                                                   
##   Robust Comparative Fit Index (CFI)                         0.986
##   Robust Tucker-Lewis Index (TLI)                            0.959
## 
## Loglikelihood and Information Criteria:
## 
##   Loglikelihood user model (H0)             -10689.738  -10689.738
##   Loglikelihood unrestricted model (H1)     -10678.366  -10678.366
##                                                                   
##   Akaike (AIC)                               21395.475   21395.475
##   Bayesian (BIC)                             21438.290   21438.290
##   Sample-size adjusted Bayesian (SABIC)      21412.876   21412.876
## 
## Root Mean Square Error of Approximation:
## 
##   RMSEA                                          0.082       0.063
##   90 Percent confidence interval - lower         0.054       0.041
##   90 Percent confidence interval - upper         0.113       0.089
##   P-value H_0: RMSEA <= 0.050                    0.033       0.154
##   P-value H_0: RMSEA >= 0.080                    0.576       0.153
##                                                                   
##   Robust RMSEA                                               0.079
##   90 Percent confidence interval - lower                     0.045
##   90 Percent confidence interval - upper                     0.120
##   P-value H_0: Robust RMSEA <= 0.050                         0.079
##   P-value H_0: Robust RMSEA >= 0.080                         0.542
## 
## Standardized Root Mean Square Residual:
## 
##   SRMR                                           0.022       0.022
## 
## Parameter Estimates:
## 
##   Standard errors                           Robust.sem
##   Information                                 Expected
##   Information saturated (h1) model          Structured
## 
## Latent Variables:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##   HEX_HOH_MOD =~                                                        
##     HEX_HOH_MOD_01    1.000                               0.943    0.669
##     HEX_HOH_MOD_02    0.815    0.056   14.601    0.000    0.768    0.499
##     HEX_HOH_MOD_03    1.202    0.067   17.886    0.000    1.133    0.765
##     HEX_HOH_MOD_04    1.160    0.070   16.566    0.000    1.094    0.687
## 
## Variances:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##    .HEX_HOH_MOD_01    1.099    0.074   14.875    0.000    1.099    0.553
##    .HEX_HOH_MOD_02    1.781    0.114   15.674    0.000    1.781    0.751
##    .HEX_HOH_MOD_03    0.912    0.081   11.252    0.000    0.912    0.415
##    .HEX_HOH_MOD_04    1.340    0.090   14.933    0.000    1.340    0.528
##     HEX_HOH_MOD       0.888    0.081   10.919    0.000    1.000    1.000

Fit is good.

Honesty Humility

Let’s also look at the dimension itself.

## lavaan 0.6.15 ended normally after 65 iterations
## 
##   Estimator                                         ML
##   Optimization method                           NLMINB
##   Number of model parameters                        40
## 
##   Number of observations                          1559
## 
## Model Test User Model:
##                                               Standard      Scaled
##   Test Statistic                               714.839     567.381
##   Degrees of freedom                                96          96
##   P-value (Chi-square)                           0.000       0.000
##   Scaling correction factor                                  1.260
##     Satorra-Bentler correction                                    
## 
## Model Test Baseline Model:
## 
##   Test statistic                              9877.604    8275.691
##   Degrees of freedom                               120         120
##   P-value                                        0.000       0.000
##   Scaling correction factor                                  1.194
## 
## User Model versus Baseline Model:
## 
##   Comparative Fit Index (CFI)                    0.937       0.942
##   Tucker-Lewis Index (TLI)                       0.921       0.928
##                                                                   
##   Robust Comparative Fit Index (CFI)                         0.939
##   Robust Tucker-Lewis Index (TLI)                            0.924
## 
## Loglikelihood and Information Criteria:
## 
##   Loglikelihood user model (H0)             -44326.969  -44326.969
##   Loglikelihood unrestricted model (H1)     -43969.550  -43969.550
##                                                                   
##   Akaike (AIC)                               88733.939   88733.939
##   Bayesian (BIC)                             88948.011   88948.011
##   Sample-size adjusted Bayesian (SABIC)      88820.940   88820.940
## 
## Root Mean Square Error of Approximation:
## 
##   RMSEA                                          0.064       0.056
##   90 Percent confidence interval - lower         0.060       0.052
##   90 Percent confidence interval - upper         0.069       0.060
##   P-value H_0: RMSEA <= 0.050                    0.000       0.006
##   P-value H_0: RMSEA >= 0.080                    0.000       0.000
##                                                                   
##   Robust RMSEA                                               0.063
##   90 Percent confidence interval - lower                     0.058
##   90 Percent confidence interval - upper                     0.068
##   P-value H_0: Robust RMSEA <= 0.050                         0.000
##   P-value H_0: Robust RMSEA >= 0.080                         0.000
## 
## Standardized Root Mean Square Residual:
## 
##   SRMR                                           0.065       0.065
## 
## Parameter Estimates:
## 
##   Standard errors                           Robust.sem
##   Information                                 Expected
##   Information saturated (h1) model          Structured
## 
## Latent Variables:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##   HEX_HOH =~                                                            
##     HEX_HOH_SIN       1.000                               0.606    0.606
##     HEX_HOH_FAI       1.008    0.090   11.255    0.000    0.430    0.430
##     HEX_HOH_GRE       0.766    0.078    9.827    0.000    0.767    0.767
##     HEX_HOH_MOD       0.825    0.078   10.631    0.000    0.719    0.719
##   HEX_HOH_SIN =~                                                        
##     HEX_HOH_SIN_01    1.000                               1.264    0.744
##     HEX_HOH_SIN_02    0.922    0.069   13.434    0.000    1.165    0.646
##     HEX_HOH_SIN_03    0.987    0.035   28.352    0.000    1.247    0.772
##     HEX_HOH_SIN_04    0.813    0.066   12.392    0.000    1.028    0.572
##   HEX_HOH_FAI =~                                                        
##     HEX_HOH_FAI_01    1.000                               1.795    0.855
##     HEX_HOH_FAI_02    0.690    0.025   27.701    0.000    1.238    0.732
##     HEX_HOH_FAI_03    0.681    0.024   28.731    0.000    1.222    0.701
##     HEX_HOH_FAI_04    0.903    0.024   37.146    0.000    1.622    0.852
##   HEX_HOH_GRE =~                                                        
##     HEX_HOH_GRE_01    1.000                               0.764    0.430
##     HEX_HOH_GRE_02    1.777    0.118   15.119    0.000    1.358    0.731
##     HEX_HOH_GRE_03    1.817    0.148   12.309    0.000    1.389    0.775
##     HEX_HOH_GRE_04    1.878    0.152   12.378    0.000    1.435    0.785
##   HEX_HOH_MOD =~                                                        
##     HEX_HOH_MOD_01    1.000                               0.878    0.623
##     HEX_HOH_MOD_02    0.885    0.059   15.010    0.000    0.777    0.504
##     HEX_HOH_MOD_03    1.199    0.064   18.644    0.000    1.052    0.710
##     HEX_HOH_MOD_04    1.389    0.077   18.105    0.000    1.219    0.766
## 
## Covariances:
##                     Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##  .HEX_HOH_SIN_01 ~~                                                      
##    .HEX_HOH_SIN_03     0.245    0.105    2.338    0.019    0.245    0.210
##  .HEX_HOH_SIN_02 ~~                                                      
##    .HEX_HOH_SIN_04     0.309    0.108    2.867    0.004    0.309    0.152
##  .HEX_HOH_GRE_01 ~~                                                      
##    .HEX_HOH_GRE_02     0.402    0.078    5.120    0.000    0.402    0.197
##  .HEX_HOH_GRE_03 ~~                                                      
##    .HEX_HOH_GRE_04     0.191    0.100    1.914    0.056    0.191    0.148
## 
## Variances:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##    .HEX_HOH_SIN_01    1.292    0.123   10.477    0.000    1.292    0.447
##    .HEX_HOH_SIN_02    1.901    0.133   14.326    0.000    1.901    0.583
##    .HEX_HOH_SIN_03    1.055    0.111    9.528    0.000    1.055    0.404
##    .HEX_HOH_SIN_04    2.172    0.147   14.792    0.000    2.172    0.673
##    .HEX_HOH_FAI_01    1.184    0.101   11.750    0.000    1.184    0.269
##    .HEX_HOH_FAI_02    1.331    0.078   17.099    0.000    1.331    0.465
##    .HEX_HOH_FAI_03    1.543    0.094   16.465    0.000    1.543    0.508
##    .HEX_HOH_FAI_04    0.989    0.080   12.407    0.000    0.989    0.273
##    .HEX_HOH_GRE_01    2.572    0.091   28.125    0.000    2.572    0.815
##    .HEX_HOH_GRE_02    1.609    0.112   14.391    0.000    1.609    0.466
##    .HEX_HOH_GRE_03    1.287    0.109   11.807    0.000    1.287    0.400
##    .HEX_HOH_GRE_04    1.283    0.123   10.464    0.000    1.283    0.384
##    .HEX_HOH_MOD_01    1.216    0.072   16.853    0.000    1.216    0.612
##    .HEX_HOH_MOD_02    1.768    0.113   15.708    0.000    1.768    0.746
##    .HEX_HOH_MOD_03    1.088    0.072   15.039    0.000    1.088    0.496
##    .HEX_HOH_MOD_04    1.050    0.079   13.231    0.000    1.050    0.414
##     HEX_HOH           0.586    0.074    7.949    0.000    1.000    1.000
##    .HEX_HOH_SIN       1.012    0.113    8.924    0.000    0.633    0.633
##    .HEX_HOH_FAI       2.626    0.139   18.955    0.000    0.815    0.815
##    .HEX_HOH_GRE       0.240    0.042    5.737    0.000    0.411    0.411
##    .HEX_HOH_MOD       0.372    0.055    6.779    0.000    0.483    0.483

Emotionality

Fearfulness

  • I would feel afraid if I had to travel in bad weather conditions.
  • I don’t mind doing jobs that involve dangerous work.
  • When it comes to physical danger, I am very fearful.
  • Even in an emergency I wouldn’t feel like panicking.
## Call: mardia(x = select(d, paste0(rep(paste0(name, "_0"), 4), 1:4)))
## 
## Mardia tests of multivariate skew and kurtosis
## Use describe(x) the to get univariate tests
## n.obs = 1558   num.vars =  4 
## b1p =  1.02   skew =  264  with probability  <=  1.8e-44
##  small sample skew =  265  with probability <=  1.3e-44
## b2p =  24.2   kurtosis =  0.49  with probability <=  0.63

Assumption of multivariate normality violated. Hence we’ll use the robust estimator.

## lavaan 0.6.15 ended normally after 33 iterations
## 
##   Estimator                                         ML
##   Optimization method                           NLMINB
##   Number of model parameters                        12
## 
##   Number of observations                          1559
##   Number of missing patterns                         2
## 
## Model Test User Model:
##                                               Standard      Scaled
##   Test Statistic                                 0.699       0.535
##   Degrees of freedom                                 2           2
##   P-value (Chi-square)                           0.705       0.765
##   Scaling correction factor                                  1.305
##     Yuan-Bentler correction (Mplus variant)                       
## 
## Model Test Baseline Model:
## 
##   Test statistic                              1005.971     773.642
##   Degrees of freedom                                 6           6
##   P-value                                        0.000       0.000
##   Scaling correction factor                                  1.300
## 
## User Model versus Baseline Model:
## 
##   Comparative Fit Index (CFI)                    1.000       1.000
##   Tucker-Lewis Index (TLI)                       1.004       1.006
##                                                                   
##   Robust Comparative Fit Index (CFI)                         1.000
##   Robust Tucker-Lewis Index (TLI)                            1.006
## 
## Loglikelihood and Information Criteria:
## 
##   Loglikelihood user model (H0)             -11705.402  -11705.402
##   Scaling correction factor                                  0.958
##       for the MLR correction                                      
##   Loglikelihood unrestricted model (H1)     -11705.052  -11705.052
##   Scaling correction factor                                  1.007
##       for the MLR correction                                      
##                                                                   
##   Akaike (AIC)                               23434.803   23434.803
##   Bayesian (BIC)                             23499.025   23499.025
##   Sample-size adjusted Bayesian (SABIC)      23460.903   23460.903
## 
## Root Mean Square Error of Approximation:
## 
##   RMSEA                                          0.000       0.000
##   90 Percent confidence interval - lower         0.000       0.000
##   90 Percent confidence interval - upper         0.037       0.027
##   P-value H_0: RMSEA <= 0.050                    0.989       0.998
##   P-value H_0: RMSEA >= 0.080                    0.000       0.000
##                                                                   
##   Robust RMSEA                                               0.000
##   90 Percent confidence interval - lower                     0.000
##   90 Percent confidence interval - upper                     0.038
##   P-value H_0: Robust RMSEA <= 0.050                         0.983
##   P-value H_0: Robust RMSEA >= 0.080                         0.000
## 
## Standardized Root Mean Square Residual:
## 
##   SRMR                                           0.004       0.004
## 
## Parameter Estimates:
## 
##   Standard errors                             Sandwich
##   Information bread                           Observed
##   Observed information based on                Hessian
## 
## Latent Variables:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##   HEX_EMO_FEA =~                                                        
##     HEX_EMO_FEA_01    1.000                               1.137    0.666
##     HEX_EMO_FEA_02    0.824    0.051   16.113    0.000    0.937    0.557
##     HEX_EMO_FEA_03    1.047    0.058   18.038    0.000    1.190    0.686
##     HEX_EMO_FEA_04    0.777    0.053   14.798    0.000    0.884    0.510
## 
## Intercepts:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##    .HEX_EMO_FEA_01    4.799    0.043  110.963    0.000    4.799    2.811
##    .HEX_EMO_FEA_02    5.072    0.043  119.014    0.000    5.072    3.014
##    .HEX_EMO_FEA_03    4.504    0.044  102.408    0.000    4.504    2.594
##    .HEX_EMO_FEA_04    4.073    0.044   92.885    0.000    4.073    2.352
##     HEX_EMO_FEA       0.000                               0.000    0.000
## 
## Variances:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##    .HEX_EMO_FEA_01    1.623    0.094   17.214    0.000    1.623    0.557
##    .HEX_EMO_FEA_02    1.954    0.093   20.916    0.000    1.954    0.690
##    .HEX_EMO_FEA_03    1.599    0.107   14.878    0.000    1.599    0.530
##    .HEX_EMO_FEA_04    2.217    0.090   24.762    0.000    2.217    0.740
##     HEX_EMO_FEA       1.292    0.106   12.243    0.000    1.000    1.000

Fit is great.

Anxiety

  • I sometimes can’t help worrying about little things.
  • I worry a lot less than most people do.
  • I rarely, if ever, have trouble sleeping due to stress or anxiety.
  • I get very anxious when waiting to hear about an important decision.
## Call: mardia(x = select(d, paste0(rep(paste0(name, "_0"), 4), 1:4)))
## 
## Mardia tests of multivariate skew and kurtosis
## Use describe(x) the to get univariate tests
## n.obs = 1559   num.vars =  4 
## b1p =  1.99   skew =  518  with probability  <=  4.3e-97
##  small sample skew =  520  with probability <=  2.2e-97
## b2p =  29.2   kurtosis =  14.8  with probability <=  0

Assumption of multivariate normality violated. Hence we’ll use the robust estimator.

## lavaan 0.6.15 ended normally after 25 iterations
## 
##   Estimator                                         ML
##   Optimization method                           NLMINB
##   Number of model parameters                         8
## 
##   Number of observations                          1559
## 
## Model Test User Model:
##                                               Standard      Scaled
##   Test Statistic                                16.958      13.232
##   Degrees of freedom                                 2           2
##   P-value (Chi-square)                           0.000       0.001
##   Scaling correction factor                                  1.282
##     Satorra-Bentler correction                                    
## 
## Model Test Baseline Model:
## 
##   Test statistic                              1939.798    1662.855
##   Degrees of freedom                                 6           6
##   P-value                                        0.000       0.000
##   Scaling correction factor                                  1.167
## 
## User Model versus Baseline Model:
## 
##   Comparative Fit Index (CFI)                    0.992       0.993
##   Tucker-Lewis Index (TLI)                       0.977       0.980
##                                                                   
##   Robust Comparative Fit Index (CFI)                         0.993
##   Robust Tucker-Lewis Index (TLI)                            0.978
## 
## Loglikelihood and Information Criteria:
## 
##   Loglikelihood user model (H0)             -11304.252  -11304.252
##   Loglikelihood unrestricted model (H1)     -11295.773  -11295.773
##                                                                   
##   Akaike (AIC)                               22624.505   22624.505
##   Bayesian (BIC)                             22667.319   22667.319
##   Sample-size adjusted Bayesian (SABIC)      22641.905   22641.905
## 
## Root Mean Square Error of Approximation:
## 
##   RMSEA                                          0.069       0.060
##   90 Percent confidence interval - lower         0.041       0.035
##   90 Percent confidence interval - upper         0.101       0.089
##   P-value H_0: RMSEA <= 0.050                    0.120       0.230
##   P-value H_0: RMSEA >= 0.080                    0.320       0.133
##                                                                   
##   Robust RMSEA                                               0.068
##   90 Percent confidence interval - lower                     0.036
##   90 Percent confidence interval - upper                     0.105
##   P-value H_0: Robust RMSEA <= 0.050                         0.158
##   P-value H_0: Robust RMSEA >= 0.080                         0.329
## 
## Standardized Root Mean Square Residual:
## 
##   SRMR                                           0.016       0.016
## 
## Parameter Estimates:
## 
##   Standard errors                           Robust.sem
##   Information                                 Expected
##   Information saturated (h1) model          Structured
## 
## Latent Variables:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##   HEX_EMO_ANX =~                                                        
##     HEX_EMO_ANX_01    1.000                               1.410    0.819
##     HEX_EMO_ANX_02    0.988    0.039   25.614    0.000    1.393    0.779
##     HEX_EMO_ANX_03    0.805    0.038   21.186    0.000    1.135    0.597
##     HEX_EMO_ANX_04    0.684    0.034   20.314    0.000    0.964    0.630
## 
## Variances:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##    .HEX_EMO_ANX_01    0.979    0.090   10.924    0.000    0.979    0.330
##    .HEX_EMO_ANX_02    1.256    0.095   13.194    0.000    1.256    0.393
##    .HEX_EMO_ANX_03    2.329    0.099   23.464    0.000    2.329    0.644
##    .HEX_EMO_ANX_04    1.409    0.078   18.071    0.000    1.409    0.603
##     HEX_EMO_ANX       1.987    0.115   17.261    0.000    1.000    1.000

Fit is great.

Dependence

  • When I suffer from a painful experience, I need someone to make me feel comfortable.
  • I can handle difficult situations without needing emotional support from anyone else.
  • Whenever I feel worried about something, I want to share my concern with another person.
  • I rarely discuss my problems with other people.
## Call: mardia(x = select(d, paste0(rep(paste0(name, "_0"), 4), 1:4)))
## 
## Mardia tests of multivariate skew and kurtosis
## Use describe(x) the to get univariate tests
## n.obs = 1559   num.vars =  4 
## b1p =  0.82   skew =  214  with probability  <=  1.6e-34
##  small sample skew =  215  with probability <=  1.2e-34
## b2p =  26.6   kurtosis =  7.34  with probability <=  2.1e-13

Assumption of multivariate normality violated. Hence we’ll use the robust estimator.

## lavaan 0.6.15 ended normally after 27 iterations
## 
##   Estimator                                         ML
##   Optimization method                           NLMINB
##   Number of model parameters                         8
## 
##   Number of observations                          1559
## 
## Model Test User Model:
##                                               Standard      Scaled
##   Test Statistic                               106.729      74.189
##   Degrees of freedom                                 2           2
##   P-value (Chi-square)                           0.000       0.000
##   Scaling correction factor                                  1.439
##     Satorra-Bentler correction                                    
## 
## Model Test Baseline Model:
## 
##   Test statistic                              1352.422    1126.199
##   Degrees of freedom                                 6           6
##   P-value                                        0.000       0.000
##   Scaling correction factor                                  1.201
## 
## User Model versus Baseline Model:
## 
##   Comparative Fit Index (CFI)                    0.922       0.936
##   Tucker-Lewis Index (TLI)                       0.767       0.807
##                                                                   
##   Robust Comparative Fit Index (CFI)                         0.923
##   Robust Tucker-Lewis Index (TLI)                            0.768
## 
## Loglikelihood and Information Criteria:
## 
##   Loglikelihood user model (H0)             -11179.720  -11179.720
##   Loglikelihood unrestricted model (H1)     -11126.356  -11126.356
##                                                                   
##   Akaike (AIC)                               22375.441   22375.441
##   Bayesian (BIC)                             22418.255   22418.255
##   Sample-size adjusted Bayesian (SABIC)      22392.841   22392.841
## 
## Root Mean Square Error of Approximation:
## 
##   RMSEA                                          0.183       0.152
##   90 Percent confidence interval - lower         0.155       0.128
##   90 Percent confidence interval - upper         0.214       0.178
##   P-value H_0: RMSEA <= 0.050                    0.000       0.000
##   P-value H_0: RMSEA >= 0.080                    1.000       1.000
##                                                                   
##   Robust RMSEA                                               0.183
##   90 Percent confidence interval - lower                     0.148
##   90 Percent confidence interval - upper                     0.219
##   P-value H_0: Robust RMSEA <= 0.050                         0.000
##   P-value H_0: Robust RMSEA >= 0.080                         1.000
## 
## Standardized Root Mean Square Residual:
## 
##   SRMR                                           0.047       0.047
## 
## Parameter Estimates:
## 
##   Standard errors                           Robust.sem
##   Information                                 Expected
##   Information saturated (h1) model          Structured
## 
## Latent Variables:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##   HEX_EMO_DEP =~                                                        
##     HEX_EMO_DEP_01    1.000                               1.191    0.735
##     HEX_EMO_DEP_02    0.709    0.042   16.714    0.000    0.845    0.546
##     HEX_EMO_DEP_03    0.945    0.048   19.580    0.000    1.126    0.718
##     HEX_EMO_DEP_04    0.772    0.044   17.562    0.000    0.919    0.544
## 
## Variances:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##    .HEX_EMO_DEP_01    1.207    0.085   14.282    0.000    1.207    0.460
##    .HEX_EMO_DEP_02    1.681    0.079   21.297    0.000    1.681    0.702
##    .HEX_EMO_DEP_03    1.194    0.085   13.987    0.000    1.194    0.485
##    .HEX_EMO_DEP_04    2.011    0.084   23.848    0.000    2.011    0.704
##     HEX_EMO_DEP       1.419    0.099   14.334    0.000    1.000    1.000

Fit is bad; TLI and RMSEA outside thresholds.

Not entirely clear. Let’s allow items 1 & 4 to correlate, and items 2 & 3.

## lavaan 0.6.15 ended normally after 28 iterations
## 
##   Estimator                                         ML
##   Optimization method                           NLMINB
##   Number of model parameters                        10
##   Number of equality constraints                     1
## 
##   Number of observations                          1559
## 
## Model Test User Model:
##                                               Standard      Scaled
##   Test Statistic                                13.891       9.652
##   Degrees of freedom                                 1           1
##   P-value (Chi-square)                           0.000       0.002
##   Scaling correction factor                                  1.439
##     Satorra-Bentler correction                                    
## 
## Model Test Baseline Model:
## 
##   Test statistic                              1352.422    1126.199
##   Degrees of freedom                                 6           6
##   P-value                                        0.000       0.000
##   Scaling correction factor                                  1.201
## 
## User Model versus Baseline Model:
## 
##   Comparative Fit Index (CFI)                    0.990       0.992
##   Tucker-Lewis Index (TLI)                       0.943       0.954
##                                                                   
##   Robust Comparative Fit Index (CFI)                         0.991
##   Robust Tucker-Lewis Index (TLI)                            0.944
## 
## Loglikelihood and Information Criteria:
## 
##   Loglikelihood user model (H0)             -11133.301  -11133.301
##   Loglikelihood unrestricted model (H1)     -11126.356  -11126.356
##                                                                   
##   Akaike (AIC)                               22284.602   22284.602
##   Bayesian (BIC)                             22332.769   22332.769
##   Sample-size adjusted Bayesian (SABIC)      22304.178   22304.178
## 
## Root Mean Square Error of Approximation:
## 
##   RMSEA                                          0.091       0.074
##   90 Percent confidence interval - lower         0.053       0.042
##   90 Percent confidence interval - upper         0.136       0.112
##   P-value H_0: RMSEA <= 0.050                    0.040       0.100
##   P-value H_0: RMSEA >= 0.080                    0.715       0.452
##                                                                   
##   Robust RMSEA                                               0.089
##   90 Percent confidence interval - lower                     0.044
##   90 Percent confidence interval - upper                     0.144
##   P-value H_0: Robust RMSEA <= 0.050                         0.072
##   P-value H_0: Robust RMSEA >= 0.080                         0.682
## 
## Standardized Root Mean Square Residual:
## 
##   SRMR                                           0.021       0.021
## 
## Parameter Estimates:
## 
##   Standard errors                           Robust.sem
##   Information                                 Expected
##   Information saturated (h1) model          Structured
## 
## Latent Variables:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##   HEX_EMO_DEP =~                                                        
##     HEX_EMO_DEP_01    1.000                               1.204    0.743
##     HEX_EMO_DEP_02    0.764    0.042   18.387    0.000    0.919    0.594
##     HEX_EMO_DEP_03    0.962    0.045   21.617    0.000    1.159    0.738
##     HEX_EMO_DEP_04    0.827    0.043   19.222    0.000    0.996    0.589
## 
## Covariances:
##                     Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##  .HEX_EMO_DEP_01 ~~                                                      
##    .HEX_EMO_DE (a)    -0.302    0.035   -8.742    0.000   -0.302   -0.204
##  .HEX_EMO_DEP_02 ~~                                                      
##    .HEX_EMO_DE (a)    -0.302    0.035   -8.742    0.000   -0.302   -0.229
## 
## Variances:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##    .HEX_EMO_DEP_01    1.177    0.080   14.677    0.000    1.177    0.448
##    .HEX_EMO_DEP_02    1.551    0.081   19.261    0.000    1.551    0.647
##    .HEX_EMO_DEP_03    1.121    0.083   13.478    0.000    1.121    0.455
##    .HEX_EMO_DEP_04    1.864    0.085   21.844    0.000    1.864    0.653
##     HEX_EMO_DEP       1.449    0.095   15.330    0.000    1.000    1.000

Fit not great, but okay.

Sentimentality

  • I feel like crying when I see other people crying.
  • When someone I know well is unhappy, I can almost feel that person’s pain myself.
  • I feel strong emotions when someone close to me is going away for a long time.
  • I remain unemotional even in situations where most people get very sentimental.
## Call: mardia(x = select(d, paste0(rep(paste0(name, "_0"), 4), 1:4)))
## 
## Mardia tests of multivariate skew and kurtosis
## Use describe(x) the to get univariate tests
## n.obs = 1559   num.vars =  4 
## b1p =  2   skew =  518  with probability  <=  4.1e-97
##  small sample skew =  520  with probability <=  2.1e-97
## b2p =  28.8   kurtosis =  13.6  with probability <=  0

Assumption of multivariate normality violated. Hence we’ll use the robust estimator.

## lavaan 0.6.15 ended normally after 26 iterations
## 
##   Estimator                                         ML
##   Optimization method                           NLMINB
##   Number of model parameters                         8
## 
##   Number of observations                          1559
## 
## Model Test User Model:
##                                               Standard      Scaled
##   Test Statistic                                50.439      37.262
##   Degrees of freedom                                 2           2
##   P-value (Chi-square)                           0.000       0.000
##   Scaling correction factor                                  1.354
##     Satorra-Bentler correction                                    
## 
## Model Test Baseline Model:
## 
##   Test statistic                              1340.623    1017.985
##   Degrees of freedom                                 6           6
##   P-value                                        0.000       0.000
##   Scaling correction factor                                  1.317
## 
## User Model versus Baseline Model:
## 
##   Comparative Fit Index (CFI)                    0.964       0.965
##   Tucker-Lewis Index (TLI)                       0.891       0.895
##                                                                   
##   Robust Comparative Fit Index (CFI)                         0.964
##   Robust Tucker-Lewis Index (TLI)                            0.893
## 
## Loglikelihood and Information Criteria:
## 
##   Loglikelihood user model (H0)             -10900.606  -10900.606
##   Loglikelihood unrestricted model (H1)     -10875.386  -10875.386
##                                                                   
##   Akaike (AIC)                               21817.212   21817.212
##   Bayesian (BIC)                             21860.026   21860.026
##   Sample-size adjusted Bayesian (SABIC)      21834.612   21834.612
## 
## Root Mean Square Error of Approximation:
## 
##   RMSEA                                          0.125       0.106
##   90 Percent confidence interval - lower         0.096       0.082
##   90 Percent confidence interval - upper         0.156       0.133
##   P-value H_0: RMSEA <= 0.050                    0.000       0.000
##   P-value H_0: RMSEA >= 0.080                    0.995       0.961
##                                                                   
##   Robust RMSEA                                               0.124
##   90 Percent confidence interval - lower                     0.091
##   90 Percent confidence interval - upper                     0.160
##   P-value H_0: Robust RMSEA <= 0.050                         0.000
##   P-value H_0: Robust RMSEA >= 0.080                         0.985
## 
## Standardized Root Mean Square Residual:
## 
##   SRMR                                           0.032       0.032
## 
## Parameter Estimates:
## 
##   Standard errors                           Robust.sem
##   Information                                 Expected
##   Information saturated (h1) model          Structured
## 
## Latent Variables:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##   HEX_EMO_SEN =~                                                        
##     HEX_EMO_SEN_01    1.000                               1.270    0.740
##     HEX_EMO_SEN_02    0.790    0.041   19.133    0.000    1.003    0.715
##     HEX_EMO_SEN_03    0.640    0.037   17.311    0.000    0.813    0.576
##     HEX_EMO_SEN_04    0.702    0.041   16.930    0.000    0.891    0.537
## 
## Variances:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##    .HEX_EMO_SEN_01    1.330    0.089   14.875    0.000    1.330    0.452
##    .HEX_EMO_SEN_02    0.962    0.072   13.296    0.000    0.962    0.489
##    .HEX_EMO_SEN_03    1.333    0.076   17.560    0.000    1.333    0.668
##    .HEX_EMO_SEN_04    1.959    0.088   22.180    0.000    1.959    0.712
##     HEX_EMO_SEN       1.612    0.106   15.277    0.000    1.000    1.000

Fit not terrible, but TLI and RSMEA outside of thresholds.

Items 1 & 3, and items 2 & 4 want to covary.

## lavaan 0.6.15 ended normally after 29 iterations
## 
##   Estimator                                         ML
##   Optimization method                           NLMINB
##   Number of model parameters                        10
##   Number of equality constraints                     1
## 
##   Number of observations                          1559
## 
## Model Test User Model:
##                                               Standard      Scaled
##   Test Statistic                                 3.243       2.348
##   Degrees of freedom                                 1           1
##   P-value (Chi-square)                           0.072       0.125
##   Scaling correction factor                                  1.381
##     Satorra-Bentler correction                                    
## 
## Model Test Baseline Model:
## 
##   Test statistic                              1340.623    1017.985
##   Degrees of freedom                                 6           6
##   P-value                                        0.000       0.000
##   Scaling correction factor                                  1.317
## 
## User Model versus Baseline Model:
## 
##   Comparative Fit Index (CFI)                    0.998       0.999
##   Tucker-Lewis Index (TLI)                       0.990       0.992
##                                                                   
##   Robust Comparative Fit Index (CFI)                         0.999
##   Robust Tucker-Lewis Index (TLI)                            0.992
## 
## Loglikelihood and Information Criteria:
## 
##   Loglikelihood user model (H0)             -10877.008  -10877.008
##   Loglikelihood unrestricted model (H1)     -10875.386  -10875.386
##                                                                   
##   Akaike (AIC)                               21772.016   21772.016
##   Bayesian (BIC)                             21820.182   21820.182
##   Sample-size adjusted Bayesian (SABIC)      21791.591   21791.591
## 
## Root Mean Square Error of Approximation:
## 
##   RMSEA                                          0.038       0.029
##   90 Percent confidence interval - lower         0.000       0.000
##   90 Percent confidence interval - upper         0.087       0.073
##   P-value H_0: RMSEA <= 0.050                    0.569       0.731
##   P-value H_0: RMSEA >= 0.080                    0.087       0.024
##                                                                   
##   Robust RMSEA                                               0.035
##   90 Percent confidence interval - lower                     0.000
##   90 Percent confidence interval - upper                     0.095
##   P-value H_0: Robust RMSEA <= 0.050                         0.559
##   P-value H_0: Robust RMSEA >= 0.080                         0.124
## 
## Standardized Root Mean Square Residual:
## 
##   SRMR                                           0.010       0.010
## 
## Parameter Estimates:
## 
##   Standard errors                           Robust.sem
##   Information                                 Expected
##   Information saturated (h1) model          Structured
## 
## Latent Variables:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##   HEX_EMO_SEN =~                                                        
##     HEX_EMO_SEN_01    1.000                               1.292    0.753
##     HEX_EMO_SEN_02    0.783    0.038   20.542    0.000    1.011    0.721
##     HEX_EMO_SEN_03    0.670    0.036   18.551    0.000    0.866    0.613
##     HEX_EMO_SEN_04    0.731    0.041   18.035    0.000    0.944    0.569
## 
## Covariances:
##                     Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##  .HEX_EMO_SEN_01 ~~                                                      
##    .HEX_EMO_SE (a)    -0.201    0.031   -6.388    0.000   -0.201   -0.160
##  .HEX_EMO_SEN_02 ~~                                                      
##    .HEX_EMO_SE (a)    -0.201    0.031   -6.388    0.000   -0.201   -0.151
## 
## Variances:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##    .HEX_EMO_SEN_01    1.273    0.087   14.715    0.000    1.273    0.433
##    .HEX_EMO_SEN_02    0.947    0.070   13.530    0.000    0.947    0.481
##    .HEX_EMO_SEN_03    1.244    0.077   16.061    0.000    1.244    0.624
##    .HEX_EMO_SEN_04    1.862    0.091   20.432    0.000    1.862    0.676
##     HEX_EMO_SEN       1.669    0.103   16.126    0.000    1.000    1.000

Fit is now good.

Emotionality

Let’s look at overall dimension.

## lavaan 0.6.15 ended normally after 53 iterations
## 
##   Estimator                                         ML
##   Optimization method                           NLMINB
##   Number of model parameters                        40
## 
##                                                   Used       Total
##   Number of observations                          1558        1559
## 
## Model Test User Model:
##                                               Standard      Scaled
##   Test Statistic                              1122.353     890.254
##   Degrees of freedom                                96          96
##   P-value (Chi-square)                           0.000       0.000
##   Scaling correction factor                                  1.261
##     Satorra-Bentler correction                                    
## 
## Model Test Baseline Model:
## 
##   Test statistic                              7775.340    6494.128
##   Degrees of freedom                               120         120
##   P-value                                        0.000       0.000
##   Scaling correction factor                                  1.197
## 
## User Model versus Baseline Model:
## 
##   Comparative Fit Index (CFI)                    0.866       0.875
##   Tucker-Lewis Index (TLI)                       0.832       0.844
##                                                                   
##   Robust Comparative Fit Index (CFI)                         0.869
##   Robust Tucker-Lewis Index (TLI)                            0.836
## 
## Loglikelihood and Information Criteria:
## 
##   Loglikelihood user model (H0)             -44468.017  -44468.017
##   Loglikelihood unrestricted model (H1)     -43906.840  -43906.840
##                                                                   
##   Akaike (AIC)                               89016.033   89016.033
##   Bayesian (BIC)                             89230.080   89230.080
##   Sample-size adjusted Bayesian (SABIC)      89103.009   89103.009
## 
## Root Mean Square Error of Approximation:
## 
##   RMSEA                                          0.083       0.073
##   90 Percent confidence interval - lower         0.079       0.069
##   90 Percent confidence interval - upper         0.087       0.077
##   P-value H_0: RMSEA <= 0.050                    0.000       0.000
##   P-value H_0: RMSEA >= 0.080                    0.862       0.001
##                                                                   
##   Robust RMSEA                                               0.082
##   90 Percent confidence interval - lower                     0.077
##   90 Percent confidence interval - upper                     0.087
##   P-value H_0: Robust RMSEA <= 0.050                         0.000
##   P-value H_0: Robust RMSEA >= 0.080                         0.734
## 
## Standardized Root Mean Square Residual:
## 
##   SRMR                                           0.070       0.070
## 
## Parameter Estimates:
## 
##   Standard errors                           Robust.sem
##   Information                                 Expected
##   Information saturated (h1) model          Structured
## 
## Latent Variables:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##   HEX_EMO =~                                                            
##     HEX_EMO_FEA       1.000                               0.849    0.849
##     HEX_EMO_ANX       1.000    0.070   14.211    0.000    0.689    0.689
##     HEX_EMO_DEP       0.687    0.057   12.028    0.000    0.610    0.610
##     HEX_EMO_SEN       0.863    0.063   13.692    0.000    0.617    0.617
##   HEX_EMO_FEA =~                                                        
##     HEX_EMO_FEA_01    1.000                               1.130    0.662
##     HEX_EMO_FEA_02    0.742    0.044   16.795    0.000    0.838    0.498
##     HEX_EMO_FEA_03    1.007    0.048   20.792    0.000    1.138    0.655
##     HEX_EMO_FEA_04    0.909    0.050   18.144    0.000    1.028    0.593
##   HEX_EMO_ANX =~                                                        
##     HEX_EMO_ANX_01    1.000                               1.391    0.808
##     HEX_EMO_ANX_02    0.995    0.035   28.820    0.000    1.384    0.774
##     HEX_EMO_ANX_03    0.811    0.036   22.306    0.000    1.129    0.594
##     HEX_EMO_ANX_04    0.721    0.032   22.384    0.000    1.003    0.656
##   HEX_EMO_DEP =~                                                        
##     HEX_EMO_DEP_01    1.000                               1.080    0.666
##     HEX_EMO_DEP_02    1.024    0.062   16.604    0.000    1.106    0.714
##     HEX_EMO_DEP_03    1.162    0.068   16.970    0.000    1.255    0.800
##     HEX_EMO_DEP_04    0.792    0.042   18.873    0.000    0.855    0.506
##   HEX_EMO_SEN =~                                                        
##     HEX_EMO_SEN_01    1.000                               1.341    0.782
##     HEX_EMO_SEN_02    0.705    0.043   16.528    0.000    0.945    0.674
##     HEX_EMO_SEN_03    0.690    0.034   20.162    0.000    0.925    0.655
##     HEX_EMO_SEN_04    0.694    0.045   15.591    0.000    0.931    0.561
## 
## Covariances:
##                     Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##  .HEX_EMO_DEP_01 ~~                                                      
##    .HEX_EMO_DEP_04    -0.027    0.073   -0.369    0.712   -0.027   -0.015
##  .HEX_EMO_DEP_02 ~~                                                      
##    .HEX_EMO_DEP_03    -0.624    0.080   -7.815    0.000   -0.624   -0.612
##  .HEX_EMO_SEN_01 ~~                                                      
##    .HEX_EMO_SEN_03    -0.323    0.071   -4.561    0.000   -0.323   -0.283
##  .HEX_EMO_SEN_02 ~~                                                      
##    .HEX_EMO_SEN_04    -0.127    0.058   -2.179    0.029   -0.127   -0.089
## 
## Variances:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##    .HEX_EMO_FEA_01    1.638    0.084   19.496    0.000    1.638    0.562
##    .HEX_EMO_FEA_02    2.128    0.086   24.882    0.000    2.128    0.752
##    .HEX_EMO_FEA_03    1.724    0.091   19.008    0.000    1.724    0.571
##    .HEX_EMO_FEA_04    1.943    0.085   22.991    0.000    1.943    0.648
##    .HEX_EMO_ANX_01    1.031    0.080   12.847    0.000    1.031    0.348
##    .HEX_EMO_ANX_02    1.281    0.088   14.499    0.000    1.281    0.401
##    .HEX_EMO_ANX_03    2.341    0.097   24.171    0.000    2.341    0.647
##    .HEX_EMO_ANX_04    1.333    0.076   17.556    0.000    1.333    0.570
##    .HEX_EMO_DEP_01    1.461    0.082   17.818    0.000    1.461    0.556
##    .HEX_EMO_DEP_02    1.173    0.093   12.569    0.000    1.173    0.490
##    .HEX_EMO_DEP_03    0.887    0.104    8.542    0.000    0.887    0.360
##    .HEX_EMO_DEP_04    2.124    0.086   24.817    0.000    2.124    0.744
##    .HEX_EMO_SEN_01    1.145    0.110   10.443    0.000    1.145    0.389
##    .HEX_EMO_SEN_02    1.072    0.074   14.522    0.000    1.072    0.546
##    .HEX_EMO_SEN_03    1.139    0.078   14.648    0.000    1.139    0.571
##    .HEX_EMO_SEN_04    1.889    0.087   21.743    0.000    1.889    0.686
##     HEX_EMO           0.920    0.088   10.438    0.000    1.000    1.000
##    .HEX_EMO_FEA       0.357    0.060    5.987    0.000    0.279    0.279
##    .HEX_EMO_ANX       1.016    0.092   10.993    0.000    0.525    0.525
##    .HEX_EMO_DEP       0.733    0.059   12.470    0.000    0.628    0.628
##    .HEX_EMO_SEN       1.113    0.109   10.219    0.000    0.619    0.619

Extraversion

Social Self-Esteem

  • I feel reasonably satisfied with myself overall.
  • I think that most people like some aspects of my personality.
  • I feel that I am an unpopular person.
  • I sometimes feel that I am a worthless person.
## Call: mardia(x = select(d, paste0(rep(paste0(name, "_0"), 4), 1:4)))
## 
## Mardia tests of multivariate skew and kurtosis
## Use describe(x) the to get univariate tests
## n.obs = 1557   num.vars =  4 
## b1p =  3.3   skew =  857  with probability  <=  1.1e-168
##  small sample skew =  859  with probability <=  3.7e-169
## b2p =  32.1   kurtosis =  23  with probability <=  0

Assumption of multivariate normality violated. Hence we’ll use the robust estimator.

## lavaan 0.6.15 ended normally after 30 iterations
## 
##   Estimator                                         ML
##   Optimization method                           NLMINB
##   Number of model parameters                        12
## 
##   Number of observations                          1559
##   Number of missing patterns                         3
## 
## Model Test User Model:
##                                               Standard      Scaled
##   Test Statistic                               107.647      72.069
##   Degrees of freedom                                 2           2
##   P-value (Chi-square)                           0.000       0.000
##   Scaling correction factor                                  1.494
##     Yuan-Bentler correction (Mplus variant)                       
## 
## Model Test Baseline Model:
## 
##   Test statistic                              1956.095    1202.787
##   Degrees of freedom                                 6           6
##   P-value                                        0.000       0.000
##   Scaling correction factor                                  1.626
## 
## User Model versus Baseline Model:
## 
##   Comparative Fit Index (CFI)                    0.946       0.941
##   Tucker-Lewis Index (TLI)                       0.837       0.824
##                                                                   
##   Robust Comparative Fit Index (CFI)                         0.947
##   Robust Tucker-Lewis Index (TLI)                            0.840
## 
## Loglikelihood and Information Criteria:
## 
##   Loglikelihood user model (H0)             -10791.457  -10791.457
##   Scaling correction factor                                  1.256
##       for the MLR correction                                      
##   Loglikelihood unrestricted model (H1)     -10737.634  -10737.634
##   Scaling correction factor                                  1.290
##       for the MLR correction                                      
##                                                                   
##   Akaike (AIC)                               21606.914   21606.914
##   Bayesian (BIC)                             21671.136   21671.136
##   Sample-size adjusted Bayesian (SABIC)      21633.015   21633.015
## 
## Root Mean Square Error of Approximation:
## 
##   RMSEA                                          0.184       0.150
##   90 Percent confidence interval - lower         0.155       0.126
##   90 Percent confidence interval - upper         0.214       0.175
##   P-value H_0: RMSEA <= 0.050                    0.000       0.000
##   P-value H_0: RMSEA >= 0.080                    1.000       1.000
##                                                                   
##   Robust RMSEA                                               0.183
##   90 Percent confidence interval - lower                     0.146
##   90 Percent confidence interval - upper                     0.223
##   P-value H_0: Robust RMSEA <= 0.050                         0.000
##   P-value H_0: Robust RMSEA >= 0.080                         1.000
## 
## Standardized Root Mean Square Residual:
## 
##   SRMR                                           0.041       0.041
## 
## Parameter Estimates:
## 
##   Standard errors                             Sandwich
##   Information bread                           Observed
##   Observed information based on                Hessian
## 
## Latent Variables:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##   HEX_EXT_SSE =~                                                        
##     HEX_EXT_SSE_01    1.000                               1.292    0.801
##     HEX_EXT_SSE_02    0.468    0.032   14.661    0.000    0.605    0.523
##     HEX_EXT_SSE_03    0.872    0.045   19.337    0.000    1.127    0.649
##     HEX_EXT_SSE_04    1.212    0.039   31.314    0.000    1.565    0.803
## 
## Intercepts:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##    .HEX_EXT_SSE_01    4.992    0.041  122.299    0.000    4.992    3.097
##    .HEX_EXT_SSE_02    5.504    0.029  187.608    0.000    5.504    4.756
##    .HEX_EXT_SSE_03    4.617    0.044  105.011    0.000    4.617    2.660
##    .HEX_EXT_SSE_04    5.074    0.049  102.841    0.000    5.074    2.605
##     HEX_EXT_SSE       0.000                               0.000    0.000
## 
## Variances:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##    .HEX_EXT_SSE_01    0.929    0.075   12.455    0.000    0.929    0.358
##    .HEX_EXT_SSE_02    0.974    0.060   16.352    0.000    0.974    0.727
##    .HEX_EXT_SSE_03    1.743    0.093   18.685    0.000    1.743    0.579
##    .HEX_EXT_SSE_04    1.346    0.098   13.706    0.000    1.346    0.355
##     HEX_EXT_SSE       1.668    0.107   15.544    0.000    1.000    1.000

Fit is not good. Let’s inspect.

Items 1 & 4 and 2 & 3 want to covary.

## lavaan 0.6.15 ended normally after 30 iterations
## 
##   Estimator                                         ML
##   Optimization method                           NLMINB
##   Number of model parameters                        14
##   Number of equality constraints                     1
## 
##   Number of observations                          1559
##   Number of missing patterns                         3
## 
## Model Test User Model:
##                                               Standard      Scaled
##   Test Statistic                                20.377      14.006
##   Degrees of freedom                                 1           1
##   P-value (Chi-square)                           0.000       0.000
##   Scaling correction factor                                  1.455
##     Yuan-Bentler correction (Mplus variant)                       
## 
## Model Test Baseline Model:
## 
##   Test statistic                              1956.095    1202.787
##   Degrees of freedom                                 6           6
##   P-value                                        0.000       0.000
##   Scaling correction factor                                  1.626
## 
## User Model versus Baseline Model:
## 
##   Comparative Fit Index (CFI)                    0.990       0.989
##   Tucker-Lewis Index (TLI)                       0.940       0.935
##                                                                   
##   Robust Comparative Fit Index (CFI)                         0.990
##   Robust Tucker-Lewis Index (TLI)                            0.942
## 
## Loglikelihood and Information Criteria:
## 
##   Loglikelihood user model (H0)             -10747.822  -10747.822
##   Scaling correction factor                                  1.186
##       for the MLR correction                                      
##   Loglikelihood unrestricted model (H1)     -10737.634  -10737.634
##   Scaling correction factor                                  1.290
##       for the MLR correction                                      
##                                                                   
##   Akaike (AIC)                               21521.645   21521.645
##   Bayesian (BIC)                             21591.218   21591.218
##   Sample-size adjusted Bayesian (SABIC)      21549.920   21549.920
## 
## Root Mean Square Error of Approximation:
## 
##   RMSEA                                          0.111       0.091
##   90 Percent confidence interval - lower         0.073       0.059
##   90 Percent confidence interval - upper         0.156       0.128
##   P-value H_0: RMSEA <= 0.050                    0.006       0.020
##   P-value H_0: RMSEA >= 0.080                    0.912       0.742
##                                                                   
##   Robust RMSEA                                               0.110
##   90 Percent confidence interval - lower                     0.061
##   90 Percent confidence interval - upper                     0.168
##   P-value H_0: Robust RMSEA <= 0.050                         0.024
##   P-value H_0: Robust RMSEA >= 0.080                         0.854
## 
## Standardized Root Mean Square Residual:
## 
##   SRMR                                           0.013       0.013
## 
## Parameter Estimates:
## 
##   Standard errors                             Sandwich
##   Information bread                           Observed
##   Observed information based on                Hessian
## 
## Latent Variables:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##   HEX_EXT_SSE =~                                                        
##     HEX_EXT_SSE_01    1.000                               1.213    0.753
##     HEX_EXT_SSE_02    0.484    0.031   15.479    0.000    0.587    0.507
##     HEX_EXT_SSE_03    0.942    0.049   19.416    0.000    1.144    0.659
##     HEX_EXT_SSE_04    1.231    0.051   24.133    0.000    1.493    0.766
## 
## Covariances:
##                     Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##  .HEX_EXT_SSE_01 ~~                                                      
##    .HEX_EXT_SS (a)     0.276    0.044    6.334    0.000    0.276    0.208
##  .HEX_EXT_SSE_02 ~~                                                      
##    .HEX_EXT_SS (a)     0.276    0.044    6.334    0.000    0.276    0.212
## 
## Intercepts:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##    .HEX_EXT_SSE_01    4.992    0.041  122.299    0.000    4.992    3.097
##    .HEX_EXT_SSE_02    5.504    0.029  187.598    0.000    5.504    4.755
##    .HEX_EXT_SSE_03    4.618    0.044  105.007    0.000    4.618    2.660
##    .HEX_EXT_SSE_04    5.074    0.049  102.841    0.000    5.074    2.605
##     HEX_EXT_SSE       0.000                               0.000    0.000
## 
## Variances:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##    .HEX_EXT_SSE_01    1.125    0.086   13.013    0.000    1.125    0.433
##    .HEX_EXT_SSE_02    0.995    0.061   16.441    0.000    0.995    0.743
##    .HEX_EXT_SSE_03    1.706    0.089   19.067    0.000    1.706    0.566
##    .HEX_EXT_SSE_04    1.566    0.105   14.904    0.000    1.566    0.413
##     HEX_EXT_SSE       1.472    0.110   13.398    0.000    1.000    1.000

Fit is now okay.

Social Boldness

  • I rarely express my opinions in group meetings.
  • In social situations, I’m usually the one who makes the first move.
  • When I’m in a group of people, I’m often the one who speaks on behalf of the group.
  • I tend to feel quite self-conscious when speaking in front of a group of people.
## Call: mardia(x = select(d, paste0(rep(paste0(name, "_0"), 4), 1:4)))
## 
## Mardia tests of multivariate skew and kurtosis
## Use describe(x) the to get univariate tests
## n.obs = 1559   num.vars =  4 
## b1p =  0.95   skew =  247  with probability  <=  4e-41
##  small sample skew =  248  with probability <=  2.9e-41
## b2p =  26.3   kurtosis =  6.65  with probability <=  2.9e-11

Assumption of multivariate normality violated. Hence we’ll use the robust estimator.

## lavaan 0.6.15 ended normally after 27 iterations
## 
##   Estimator                                         ML
##   Optimization method                           NLMINB
##   Number of model parameters                         8
## 
##   Number of observations                          1559
## 
## Model Test User Model:
##                                               Standard      Scaled
##   Test Statistic                                54.235      42.639
##   Degrees of freedom                                 2           2
##   P-value (Chi-square)                           0.000       0.000
##   Scaling correction factor                                  1.272
##     Satorra-Bentler correction                                    
## 
## Model Test Baseline Model:
## 
##   Test statistic                              1724.165    1594.636
##   Degrees of freedom                                 6           6
##   P-value                                        0.000       0.000
##   Scaling correction factor                                  1.081
## 
## User Model versus Baseline Model:
## 
##   Comparative Fit Index (CFI)                    0.970       0.974
##   Tucker-Lewis Index (TLI)                       0.909       0.923
##                                                                   
##   Robust Comparative Fit Index (CFI)                         0.970
##   Robust Tucker-Lewis Index (TLI)                            0.910
## 
## Loglikelihood and Information Criteria:
## 
##   Loglikelihood user model (H0)             -11490.943  -11490.943
##   Loglikelihood unrestricted model (H1)     -11463.826  -11463.826
##                                                                   
##   Akaike (AIC)                               22997.886   22997.886
##   Bayesian (BIC)                             23040.700   23040.700
##   Sample-size adjusted Bayesian (SABIC)      23015.286   23015.286
## 
## Root Mean Square Error of Approximation:
## 
##   RMSEA                                          0.129       0.114
##   90 Percent confidence interval - lower         0.101       0.089
##   90 Percent confidence interval - upper         0.160       0.142
##   P-value H_0: RMSEA <= 0.050                    0.000       0.000
##   P-value H_0: RMSEA >= 0.080                    0.998       0.986
##                                                                   
##   Robust RMSEA                                               0.129
##   90 Percent confidence interval - lower                     0.097
##   90 Percent confidence interval - upper                     0.164
##   P-value H_0: Robust RMSEA <= 0.050                         0.000
##   P-value H_0: Robust RMSEA >= 0.080                         0.993
## 
## Standardized Root Mean Square Residual:
## 
##   SRMR                                           0.037       0.037
## 
## Parameter Estimates:
## 
##   Standard errors                           Robust.sem
##   Information                                 Expected
##   Information saturated (h1) model          Structured
## 
## Latent Variables:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##   HEX_EXT_BOL =~                                                        
##     HEX_EXT_BOL_01    1.000                               1.033    0.590
##     HEX_EXT_BOL_02    1.219    0.062   19.573    0.000    1.259    0.743
##     HEX_EXT_BOL_03    1.427    0.071   20.243    0.000    1.474    0.855
##     HEX_EXT_BOL_04    0.881    0.053   16.525    0.000    0.910    0.500
## 
## Variances:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##    .HEX_EXT_BOL_01    1.995    0.086   23.165    0.000    1.995    0.652
##    .HEX_EXT_BOL_02    1.288    0.091   14.114    0.000    1.288    0.448
##    .HEX_EXT_BOL_03    0.797    0.096    8.295    0.000    0.797    0.268
##    .HEX_EXT_BOL_04    2.487    0.101   24.609    0.000    2.487    0.750
##     HEX_EXT_BOL       1.067    0.091   11.673    0.000    1.000    1.000

RMSEA significantly larger than .10, will hence check modification indices.

Let’s allow 1 & 4, and 2 & 3 to covary.

## lavaan 0.6.15 ended normally after 31 iterations
## 
##   Estimator                                         ML
##   Optimization method                           NLMINB
##   Number of model parameters                        10
##   Number of equality constraints                     1
## 
##   Number of observations                          1559
## 
## Model Test User Model:
##                                               Standard      Scaled
##   Test Statistic                                 8.651       6.481
##   Degrees of freedom                                 1           1
##   P-value (Chi-square)                           0.003       0.011
##   Scaling correction factor                                  1.335
##     Satorra-Bentler correction                                    
## 
## Model Test Baseline Model:
## 
##   Test statistic                              1724.165    1594.636
##   Degrees of freedom                                 6           6
##   P-value                                        0.000       0.000
##   Scaling correction factor                                  1.081
## 
## User Model versus Baseline Model:
## 
##   Comparative Fit Index (CFI)                    0.996       0.997
##   Tucker-Lewis Index (TLI)                       0.973       0.979
##                                                                   
##   Robust Comparative Fit Index (CFI)                         0.996
##   Robust Tucker-Lewis Index (TLI)                            0.974
## 
## Loglikelihood and Information Criteria:
## 
##   Loglikelihood user model (H0)             -11468.151  -11468.151
##   Loglikelihood unrestricted model (H1)     -11463.826  -11463.826
##                                                                   
##   Akaike (AIC)                               22954.302   22954.302
##   Bayesian (BIC)                             23002.468   23002.468
##   Sample-size adjusted Bayesian (SABIC)      22973.877   22973.877
## 
## Root Mean Square Error of Approximation:
## 
##   RMSEA                                          0.070       0.059
##   90 Percent confidence interval - lower         0.033       0.026
##   90 Percent confidence interval - upper         0.116       0.100
##   P-value H_0: RMSEA <= 0.050                    0.167       0.276
##   P-value H_0: RMSEA >= 0.080                    0.414       0.224
##                                                                   
##   Robust RMSEA                                               0.069
##   90 Percent confidence interval - lower                     0.026
##   90 Percent confidence interval - upper                     0.123
##   P-value H_0: Robust RMSEA <= 0.050                         0.201
##   P-value H_0: Robust RMSEA >= 0.080                         0.425
## 
## Standardized Root Mean Square Residual:
## 
##   SRMR                                           0.012       0.012
## 
## Parameter Estimates:
## 
##   Standard errors                           Robust.sem
##   Information                                 Expected
##   Information saturated (h1) model          Structured
## 
## Latent Variables:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##   HEX_EXT_BOL =~                                                        
##     HEX_EXT_BOL_01    1.000                               1.073    0.613
##     HEX_EXT_BOL_02    1.069    0.057   18.799    0.000    1.146    0.676
##     HEX_EXT_BOL_03    1.303    0.065   20.001    0.000    1.397    0.811
##     HEX_EXT_BOL_04    0.857    0.054   15.871    0.000    0.920    0.505
## 
## Covariances:
##                     Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##  .HEX_EXT_BOL_01 ~~                                                      
##    .HEX_EXT_BO (a)     0.288    0.050    5.713    0.000    0.288    0.133
##  .HEX_EXT_BOL_02 ~~                                                      
##    .HEX_EXT_BO (a)     0.288    0.050    5.713    0.000    0.288    0.229
## 
## Variances:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##    .HEX_EXT_BOL_01    1.911    0.088   21.646    0.000    1.911    0.624
##    .HEX_EXT_BOL_02    1.558    0.096   16.195    0.000    1.558    0.542
##    .HEX_EXT_BOL_03    1.017    0.099   10.245    0.000    1.017    0.342
##    .HEX_EXT_BOL_04    2.470    0.103   24.039    0.000    2.470    0.745
##     HEX_EXT_BOL       1.151    0.097   11.867    0.000    1.000    1.000

Fit is good.

Sociability

  • I avoid making “small talk” with people.
  • I enjoy having lots of people around to talk with.
  • I prefer jobs that involve active social interaction to those that involve working alone.
  • The first thing that I always do in a new place is to make friends.
## Call: mardia(x = select(d, paste0(rep(paste0(name, "_0"), 4), 1:4)))
## 
## Mardia tests of multivariate skew and kurtosis
## Use describe(x) the to get univariate tests
## n.obs = 1559   num.vars =  4 
## b1p =  0.27   skew =  70.5  with probability  <=  1.5e-07
##  small sample skew =  70.7  with probability <=  1.4e-07
## b2p =  26   kurtosis =  5.83  with probability <=  5.7e-09

Assumption of multivariate normality violated. Hence we’ll use the robust estimator.

## lavaan 0.6.15 ended normally after 23 iterations
## 
##   Estimator                                         ML
##   Optimization method                           NLMINB
##   Number of model parameters                         8
## 
##   Number of observations                          1559
## 
## Model Test User Model:
##                                               Standard      Scaled
##   Test Statistic                                15.807      10.641
##   Degrees of freedom                                 2           2
##   P-value (Chi-square)                           0.000       0.005
##   Scaling correction factor                                  1.486
##     Satorra-Bentler correction                                    
## 
## Model Test Baseline Model:
## 
##   Test statistic                              2083.111    1955.755
##   Degrees of freedom                                 6           6
##   P-value                                        0.000       0.000
##   Scaling correction factor                                  1.065
## 
## User Model versus Baseline Model:
## 
##   Comparative Fit Index (CFI)                    0.993       0.996
##   Tucker-Lewis Index (TLI)                       0.980       0.987
##                                                                   
##   Robust Comparative Fit Index (CFI)                         0.994
##   Robust Tucker-Lewis Index (TLI)                            0.981
## 
## Loglikelihood and Information Criteria:
## 
##   Loglikelihood user model (H0)             -11223.557  -11223.557
##   Loglikelihood unrestricted model (H1)     -11215.654  -11215.654
##                                                                   
##   Akaike (AIC)                               22463.115   22463.115
##   Bayesian (BIC)                             22505.929   22505.929
##   Sample-size adjusted Bayesian (SABIC)      22480.515   22480.515
## 
## Root Mean Square Error of Approximation:
## 
##   RMSEA                                          0.067       0.053
##   90 Percent confidence interval - lower         0.039       0.029
##   90 Percent confidence interval - upper         0.099       0.079
##   P-value H_0: RMSEA <= 0.050                    0.151       0.381
##   P-value H_0: RMSEA >= 0.080                    0.271       0.046
##                                                                   
##   Robust RMSEA                                               0.064
##   90 Percent confidence interval - lower                     0.030
##   90 Percent confidence interval - upper                     0.104
##   P-value H_0: Robust RMSEA <= 0.050                         0.216
##   P-value H_0: Robust RMSEA >= 0.080                         0.291
## 
## Standardized Root Mean Square Residual:
## 
##   SRMR                                           0.016       0.016
## 
## Parameter Estimates:
## 
##   Standard errors                           Robust.sem
##   Information                                 Expected
##   Information saturated (h1) model          Structured
## 
## Latent Variables:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##   HEX_EXT_SOC =~                                                        
##     HEX_EXT_SOC_01    1.000                               1.088    0.599
##     HEX_EXT_SOC_02    1.198    0.056   21.572    0.000    1.303    0.783
##     HEX_EXT_SOC_03    1.267    0.058   21.712    0.000    1.379    0.781
##     HEX_EXT_SOC_04    1.117    0.051   21.936    0.000    1.215    0.728
## 
## Variances:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##    .HEX_EXT_SOC_01    2.111    0.090   23.495    0.000    2.111    0.641
##    .HEX_EXT_SOC_02    1.073    0.074   14.563    0.000    1.073    0.387
##    .HEX_EXT_SOC_03    1.218    0.081   15.076    0.000    1.218    0.390
##    .HEX_EXT_SOC_04    1.309    0.068   19.123    0.000    1.309    0.470
##     HEX_EXT_SOC       1.183    0.097   12.194    0.000    1.000    1.000

Fit is good.

Liveliness

  • I am energetic nearly all the time.
  • On most days, I feel cheerful and optimistic.
  • People often tell me that I should try to cheer up.
  • Most people are more upbeat and dynamic than I generally am.
## Call: mardia(x = select(d, paste0(rep(paste0(name, "_0"), 4), 1:4)))
## 
## Mardia tests of multivariate skew and kurtosis
## Use describe(x) the to get univariate tests
## n.obs = 1559   num.vars =  4 
## b1p =  1.69   skew =  439  with probability  <=  1.5e-80
##  small sample skew =  440  with probability <=  8.6e-81
## b2p =  26.9   kurtosis =  8.18  with probability <=  2.2e-16

Assumption of multivariate normality violated. Hence we’ll use the robust estimator.

## lavaan 0.6.15 ended normally after 24 iterations
## 
##   Estimator                                         ML
##   Optimization method                           NLMINB
##   Number of model parameters                         8
## 
##   Number of observations                          1559
## 
## Model Test User Model:
##                                               Standard      Scaled
##   Test Statistic                               160.200     104.944
##   Degrees of freedom                                 2           2
##   P-value (Chi-square)                           0.000       0.000
##   Scaling correction factor                                  1.527
##     Satorra-Bentler correction                                    
## 
## Model Test Baseline Model:
## 
##   Test statistic                              1925.841    1685.596
##   Degrees of freedom                                 6           6
##   P-value                                        0.000       0.000
##   Scaling correction factor                                  1.143
## 
## User Model versus Baseline Model:
## 
##   Comparative Fit Index (CFI)                    0.918       0.939
##   Tucker-Lewis Index (TLI)                       0.753       0.816
##                                                                   
##   Robust Comparative Fit Index (CFI)                         0.918
##   Robust Tucker-Lewis Index (TLI)                            0.754
## 
## Loglikelihood and Information Criteria:
## 
##   Loglikelihood user model (H0)             -11147.599  -11147.599
##   Loglikelihood unrestricted model (H1)     -11067.499  -11067.499
##                                                                   
##   Akaike (AIC)                               22311.198   22311.198
##   Bayesian (BIC)                             22354.012   22354.012
##   Sample-size adjusted Bayesian (SABIC)      22328.598   22328.598
## 
## Root Mean Square Error of Approximation:
## 
##   RMSEA                                          0.225       0.182
##   90 Percent confidence interval - lower         0.196       0.158
##   90 Percent confidence interval - upper         0.255       0.206
##   P-value H_0: RMSEA <= 0.050                    0.000       0.000
##   P-value H_0: RMSEA >= 0.080                    1.000       1.000
##                                                                   
##   Robust RMSEA                                               0.224
##   90 Percent confidence interval - lower                     0.189
##   90 Percent confidence interval - upper                     0.262
##   P-value H_0: Robust RMSEA <= 0.050                         0.000
##   P-value H_0: Robust RMSEA >= 0.080                         1.000
## 
## Standardized Root Mean Square Residual:
## 
##   SRMR                                           0.056       0.056
## 
## Parameter Estimates:
## 
##   Standard errors                           Robust.sem
##   Information                                 Expected
##   Information saturated (h1) model          Structured
## 
## Latent Variables:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##   HEX_EXT_LIV =~                                                        
##     HEX_EXT_LIV_01    1.000                               1.227    0.704
##     HEX_EXT_LIV_02    1.085    0.044   24.673    0.000    1.332    0.829
##     HEX_EXT_LIV_03    0.733    0.040   18.270    0.000    0.900    0.554
##     HEX_EXT_LIV_04    0.939    0.037   25.105    0.000    1.152    0.681
## 
## Variances:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##    .HEX_EXT_LIV_01    1.535    0.078   19.705    0.000    1.535    0.505
##    .HEX_EXT_LIV_02    0.809    0.077   10.561    0.000    0.809    0.313
##    .HEX_EXT_LIV_03    1.825    0.088   20.642    0.000    1.825    0.693
##    .HEX_EXT_LIV_04    1.538    0.074   20.739    0.000    1.538    0.537
##     HEX_EXT_LIV       1.506    0.092   16.336    0.000    1.000    1.000

Fit is supar, let’s inspect.

## lavaan 0.6.15 ended normally after 27 iterations
## 
##   Estimator                                         ML
##   Optimization method                           NLMINB
##   Number of model parameters                        10
##   Number of equality constraints                     1
## 
##   Number of observations                          1559
## 
## Model Test User Model:
##                                               Standard      Scaled
##   Test Statistic                                32.383      20.714
##   Degrees of freedom                                 1           1
##   P-value (Chi-square)                           0.000       0.000
##   Scaling correction factor                                  1.563
##     Satorra-Bentler correction                                    
## 
## Model Test Baseline Model:
## 
##   Test statistic                              1925.841    1685.596
##   Degrees of freedom                                 6           6
##   P-value                                        0.000       0.000
##   Scaling correction factor                                  1.143
## 
## User Model versus Baseline Model:
## 
##   Comparative Fit Index (CFI)                    0.984       0.988
##   Tucker-Lewis Index (TLI)                       0.902       0.930
##                                                                   
##   Robust Comparative Fit Index (CFI)                         0.984
##   Robust Tucker-Lewis Index (TLI)                            0.904
## 
## Loglikelihood and Information Criteria:
## 
##   Loglikelihood user model (H0)             -11083.691  -11083.691
##   Loglikelihood unrestricted model (H1)     -11067.499  -11067.499
##                                                                   
##   Akaike (AIC)                               22185.381   22185.381
##   Bayesian (BIC)                             22233.547   22233.547
##   Sample-size adjusted Bayesian (SABIC)      22204.956   22204.956
## 
## Root Mean Square Error of Approximation:
## 
##   RMSEA                                          0.142       0.112
##   90 Percent confidence interval - lower         0.102       0.081
##   90 Percent confidence interval - upper         0.186       0.148
##   P-value H_0: RMSEA <= 0.050                    0.000       0.001
##   P-value H_0: RMSEA >= 0.080                    0.994       0.954
##                                                                   
##   Robust RMSEA                                               0.141
##   90 Percent confidence interval - lower                     0.092
##   90 Percent confidence interval - upper                     0.196
##   P-value H_0: Robust RMSEA <= 0.050                         0.001
##   P-value H_0: Robust RMSEA >= 0.080                         0.979
## 
## Standardized Root Mean Square Residual:
## 
##   SRMR                                           0.027       0.027
## 
## Parameter Estimates:
## 
##   Standard errors                           Robust.sem
##   Information                                 Expected
##   Information saturated (h1) model          Structured
## 
## Latent Variables:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##   HEX_EXT_LIV =~                                                        
##     HEX_EXT_LIV_01    1.000                               1.195    0.685
##     HEX_EXT_LIV_02    1.154    0.044   26.415    0.000    1.380    0.859
##     HEX_EXT_LIV_03    0.791    0.039   20.354    0.000    0.945    0.582
##     HEX_EXT_LIV_04    1.082    0.041   26.345    0.000    1.293    0.764
## 
## Covariances:
##                     Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##  .HEX_EXT_LIV_01 ~~                                                      
##    .HEX_EXT_LI (a)    -0.356    0.036  -10.022    0.000   -0.356   -0.213
##  .HEX_EXT_LIV_02 ~~                                                      
##    .HEX_EXT_LI (a)    -0.356    0.036  -10.022    0.000   -0.356   -0.396
## 
## Variances:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##    .HEX_EXT_LIV_01    1.613    0.075   21.574    0.000    1.613    0.530
##    .HEX_EXT_LIV_02    0.679    0.077    8.766    0.000    0.679    0.263
##    .HEX_EXT_LIV_03    1.740    0.084   20.604    0.000    1.740    0.661
##    .HEX_EXT_LIV_04    1.192    0.079   15.004    0.000    1.192    0.416
##     HEX_EXT_LIV       1.428    0.086   16.566    0.000    1.000    1.000

Again, fit is not really good –> but it seems preferable to stick to this more parsimoneous solution.

Extraversion

Let’s analyze main model.

## lavaan 0.6.15 ended normally after 44 iterations
## 
##   Estimator                                         ML
##   Optimization method                           NLMINB
##   Number of model parameters                        42
## 
##                                                   Used       Total
##   Number of observations                          1557        1559
## 
## Model Test User Model:
##                                               Standard      Scaled
##   Test Statistic                              1622.267    1267.668
##   Degrees of freedom                                94          94
##   P-value (Chi-square)                           0.000       0.000
##   Scaling correction factor                                  1.280
##     Satorra-Bentler correction                                    
## 
## Model Test Baseline Model:
## 
##   Test statistic                             11422.765    9912.379
##   Degrees of freedom                               120         120
##   P-value                                        0.000       0.000
##   Scaling correction factor                                  1.152
## 
## User Model versus Baseline Model:
## 
##   Comparative Fit Index (CFI)                    0.865       0.880
##   Tucker-Lewis Index (TLI)                       0.827       0.847
##                                                                   
##   Robust Comparative Fit Index (CFI)                         0.867
##   Robust Tucker-Lewis Index (TLI)                            0.830
## 
## Loglikelihood and Information Criteria:
## 
##   Loglikelihood user model (H0)             -43358.839  -43358.839
##   Loglikelihood unrestricted model (H1)     -42547.706  -42547.706
##                                                                   
##   Akaike (AIC)                               86801.678   86801.678
##   Bayesian (BIC)                             87026.400   87026.400
##   Sample-size adjusted Bayesian (SABIC)      86892.976   86892.976
## 
## Root Mean Square Error of Approximation:
## 
##   RMSEA                                          0.102       0.090
##   90 Percent confidence interval - lower         0.098       0.086
##   90 Percent confidence interval - upper         0.107       0.093
##   P-value H_0: RMSEA <= 0.050                    0.000       0.000
##   P-value H_0: RMSEA >= 0.080                    1.000       1.000
##                                                                   
##   Robust RMSEA                                               0.101
##   90 Percent confidence interval - lower                     0.096
##   90 Percent confidence interval - upper                     0.106
##   P-value H_0: Robust RMSEA <= 0.050                         0.000
##   P-value H_0: Robust RMSEA >= 0.080                         1.000
## 
## Standardized Root Mean Square Residual:
## 
##   SRMR                                           0.078       0.078
## 
## Parameter Estimates:
## 
##   Standard errors                           Robust.sem
##   Information                                 Expected
##   Information saturated (h1) model          Structured
## 
## Latent Variables:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##   HEX_EXT =~                                                            
##     HEX_EXT_SSE       1.000                               0.938    0.938
##     HEX_EXT_BOL       0.760    0.048   15.924    0.000    0.749    0.749
##     HEX_EXT_SOC       0.711    0.045   15.894    0.000    0.683    0.683
##     HEX_EXT_LIV       1.032    0.051   20.181    0.000    0.914    0.914
##   HEX_EXT_SSE =~                                                        
##     HEX_EXT_SSE_01    1.000                               1.168    0.726
##     HEX_EXT_SSE_02    0.550    0.034   16.315    0.000    0.643    0.556
##     HEX_EXT_SSE_03    1.024    0.045   22.821    0.000    1.196    0.690
##     HEX_EXT_SSE_04    1.163    0.036   31.869    0.000    1.358    0.698
##   HEX_EXT_BOL =~                                                        
##     HEX_EXT_BOL_01    1.000                               1.112    0.635
##     HEX_EXT_BOL_02    1.065    0.058   18.295    0.000    1.184    0.699
##     HEX_EXT_BOL_03    1.127    0.057   19.613    0.000    1.252    0.727
##     HEX_EXT_BOL_04    0.890    0.051   17.551    0.000    0.989    0.543
##   HEX_EXT_SOC =~                                                        
##     HEX_EXT_SOC_01    1.000                               1.140    0.628
##     HEX_EXT_SOC_02    1.124    0.048   23.253    0.000    1.281    0.770
##     HEX_EXT_SOC_03    1.179    0.050   23.536    0.000    1.344    0.761
##     HEX_EXT_SOC_04    1.085    0.047   23.321    0.000    1.237    0.742
##   HEX_EXT_LIV =~                                                        
##     HEX_EXT_LIV_01    1.000                               1.237    0.709
##     HEX_EXT_LIV_02    1.087    0.035   30.852    0.000    1.344    0.838
##     HEX_EXT_LIV_03    0.767    0.037   20.748    0.000    0.949    0.585
##     HEX_EXT_LIV_04    1.023    0.036   28.650    0.000    1.266    0.748
## 
## Covariances:
##                     Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##  .HEX_EXT_SSE_01 ~~                                                      
##    .HEX_EXT_SSE_04     0.492    0.074    6.625    0.000    0.492    0.319
##  .HEX_EXT_SSE_02 ~~                                                      
##    .HEX_EXT_SSE_03     0.175    0.047    3.747    0.000    0.175    0.145
##  .HEX_EXT_BOL_01 ~~                                                      
##    .HEX_EXT_BOL_04     0.175    0.077    2.283    0.022    0.175    0.085
##  .HEX_EXT_BOL_02 ~~                                                      
##    .HEX_EXT_BOL_03     0.406    0.077    5.300    0.000    0.406    0.283
##  .HEX_EXT_LIV_01 ~~                                                      
##    .HEX_EXT_LIV_03    -0.400    0.054   -7.380    0.000   -0.400   -0.247
##  .HEX_EXT_LIV_02 ~~                                                      
##    .HEX_EXT_LIV_04    -0.277    0.044   -6.232    0.000   -0.277   -0.282
## 
## Variances:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##    .HEX_EXT_SSE_01    1.226    0.079   15.583    0.000    1.226    0.473
##    .HEX_EXT_SSE_02    0.925    0.058   15.821    0.000    0.925    0.691
##    .HEX_EXT_SSE_03    1.576    0.085   18.555    0.000    1.576    0.524
##    .HEX_EXT_SSE_04    1.942    0.106   18.322    0.000    1.942    0.513
##    .HEX_EXT_BOL_01    1.825    0.092   19.822    0.000    1.825    0.596
##    .HEX_EXT_BOL_02    1.469    0.096   15.350    0.000    1.469    0.512
##    .HEX_EXT_BOL_03    1.402    0.092   15.265    0.000    1.402    0.472
##    .HEX_EXT_BOL_04    2.338    0.108   21.616    0.000    2.338    0.705
##    .HEX_EXT_SOC_01    1.995    0.088   22.582    0.000    1.995    0.606
##    .HEX_EXT_SOC_02    1.129    0.069   16.464    0.000    1.129    0.408
##    .HEX_EXT_SOC_03    1.310    0.074   17.700    0.000    1.310    0.420
##    .HEX_EXT_SOC_04    1.251    0.066   18.830    0.000    1.251    0.450
##    .HEX_EXT_LIV_01    1.511    0.064   23.485    0.000    1.511    0.497
##    .HEX_EXT_LIV_02    0.769    0.064   11.975    0.000    0.769    0.298
##    .HEX_EXT_LIV_03    1.734    0.083   21.012    0.000    1.734    0.658
##    .HEX_EXT_LIV_04    1.259    0.072   17.572    0.000    1.259    0.440
##     HEX_EXT           1.201    0.094   12.820    0.000    1.000    1.000
##    .HEX_EXT_SSE       0.163    0.051    3.212    0.001    0.120    0.120
##    .HEX_EXT_BOL       0.542    0.059    9.225    0.000    0.439    0.439
##    .HEX_EXT_SOC       0.692    0.057   12.172    0.000    0.533    0.533
##    .HEX_EXT_LIV       0.251    0.046    5.426    0.000    0.164    0.164

Agreeableness

Forgiveness

  • I rarely hold a grudge, even against people who have badly wronged me.
  • My attitude toward people who have treated me badly is “forgive and forget”.
  • If someone has cheated me once, I will always feel suspicious of that person.
  • I find it hard to fully forgive someone who has done something mean to me.
## Call: mardia(x = select(d, paste0(rep(paste0(name, "_0"), 4), 1:4)))
## 
## Mardia tests of multivariate skew and kurtosis
## Use describe(x) the to get univariate tests
## n.obs = 1559   num.vars =  4 
## b1p =  2.15   skew =  559  with probability  <=  1e-105
##  small sample skew =  561  with probability <=  4.9e-106
## b2p =  31.2   kurtosis =  20.5  with probability <=  0

Assumption of multivariate normality violated. Hence we’ll use the robust estimator.

## lavaan 0.6.15 ended normally after 22 iterations
## 
##   Estimator                                         ML
##   Optimization method                           NLMINB
##   Number of model parameters                         8
## 
##   Number of observations                          1559
## 
## Model Test User Model:
##                                               Standard      Scaled
##   Test Statistic                                22.558      15.579
##   Degrees of freedom                                 2           2
##   P-value (Chi-square)                           0.000       0.000
##   Scaling correction factor                                  1.448
##     Satorra-Bentler correction                                    
## 
## Model Test Baseline Model:
## 
##   Test statistic                              2405.804    2101.199
##   Degrees of freedom                                 6           6
##   P-value                                        0.000       0.000
##   Scaling correction factor                                  1.145
## 
## User Model versus Baseline Model:
## 
##   Comparative Fit Index (CFI)                    0.991       0.994
##   Tucker-Lewis Index (TLI)                       0.974       0.981
##                                                                   
##   Robust Comparative Fit Index (CFI)                         0.992
##   Robust Tucker-Lewis Index (TLI)                            0.975
## 
## Loglikelihood and Information Criteria:
## 
##   Loglikelihood user model (H0)             -10377.208  -10377.208
##   Loglikelihood unrestricted model (H1)     -10365.928  -10365.928
##                                                                   
##   Akaike (AIC)                               20770.415   20770.415
##   Bayesian (BIC)                             20813.229   20813.229
##   Sample-size adjusted Bayesian (SABIC)      20787.815   20787.815
## 
## Root Mean Square Error of Approximation:
## 
##   RMSEA                                          0.081       0.066
##   90 Percent confidence interval - lower         0.053       0.042
##   90 Percent confidence interval - upper         0.113       0.093
##   P-value H_0: RMSEA <= 0.050                    0.034       0.125
##   P-value H_0: RMSEA >= 0.080                    0.569       0.208
##                                                                   
##   Robust RMSEA                                               0.079
##   90 Percent confidence interval - lower                     0.046
##   90 Percent confidence interval - upper                     0.118
##   P-value H_0: Robust RMSEA <= 0.050                         0.072
##   P-value H_0: Robust RMSEA >= 0.080                         0.541
## 
## Standardized Root Mean Square Residual:
## 
##   SRMR                                           0.022       0.022
## 
## Parameter Estimates:
## 
##   Standard errors                           Robust.sem
##   Information                                 Expected
##   Information saturated (h1) model          Structured
## 
## Latent Variables:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##   HEX_AGR_FOR =~                                                        
##     HEX_AGR_FOR_01    1.000                               1.485    0.858
##     HEX_AGR_FOR_02    0.943    0.027   34.965    0.000    1.401    0.838
##     HEX_AGR_FOR_03    0.310    0.022   14.078    0.000    0.461    0.395
##     HEX_AGR_FOR_04    0.865    0.027   31.775    0.000    1.285    0.758
## 
## Variances:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##    .HEX_AGR_FOR_01    0.790    0.069   11.409    0.000    0.790    0.264
##    .HEX_AGR_FOR_02    0.835    0.071   11.766    0.000    0.835    0.298
##    .HEX_AGR_FOR_03    1.151    0.059   19.671    0.000    1.151    0.844
##    .HEX_AGR_FOR_04    1.219    0.077   15.892    0.000    1.219    0.425
##     HEX_AGR_FOR       2.206    0.094   23.495    0.000    1.000    1.000

Fit is good.

Gentleness

  • People sometimes tell me that I am too critical of others.
  • I generally accept people’s faults without complaining about them.
  • I tend to be lenient in judging other people.
  • Even when people make a lot of mistakes, I rarely say anything negative.
## Call: mardia(x = select(d, paste0(rep(paste0(name, "_0"), 4), 1:4)))
## 
## Mardia tests of multivariate skew and kurtosis
## Use describe(x) the to get univariate tests
## n.obs = 1559   num.vars =  4 
## b1p =  0.87   skew =  227  with probability  <=  4.6e-37
##  small sample skew =  228  with probability <=  3.5e-37
## b2p =  27.9   kurtosis =  11.2  with probability <=  0

Assumption of multivariate normality violated. Hence we’ll use the robust estimator.

## lavaan 0.6.15 ended normally after 25 iterations
## 
##   Estimator                                         ML
##   Optimization method                           NLMINB
##   Number of model parameters                         8
## 
##   Number of observations                          1559
## 
## Model Test User Model:
##                                               Standard      Scaled
##   Test Statistic                                25.140      17.354
##   Degrees of freedom                                 2           2
##   P-value (Chi-square)                           0.000       0.000
##   Scaling correction factor                                  1.449
##     Satorra-Bentler correction                                    
## 
## Model Test Baseline Model:
## 
##   Test statistic                              1428.229    1088.497
##   Degrees of freedom                                 6           6
##   P-value                                        0.000       0.000
##   Scaling correction factor                                  1.312
## 
## User Model versus Baseline Model:
## 
##   Comparative Fit Index (CFI)                    0.984       0.986
##   Tucker-Lewis Index (TLI)                       0.951       0.957
##                                                                   
##   Robust Comparative Fit Index (CFI)                         0.984
##   Robust Tucker-Lewis Index (TLI)                            0.953
## 
## Loglikelihood and Information Criteria:
## 
##   Loglikelihood user model (H0)             -10664.258  -10664.258
##   Loglikelihood unrestricted model (H1)     -10651.688  -10651.688
##                                                                   
##   Akaike (AIC)                               21344.516   21344.516
##   Bayesian (BIC)                             21387.330   21387.330
##   Sample-size adjusted Bayesian (SABIC)      21361.916   21361.916
## 
## Root Mean Square Error of Approximation:
## 
##   RMSEA                                          0.086       0.070
##   90 Percent confidence interval - lower         0.058       0.047
##   90 Percent confidence interval - upper         0.118       0.097
##   P-value H_0: RMSEA <= 0.050                    0.018       0.078
##   P-value H_0: RMSEA >= 0.080                    0.670       0.292
##                                                                   
##   Robust RMSEA                                               0.084
##   90 Percent confidence interval - lower                     0.051
##   90 Percent confidence interval - upper                     0.123
##   P-value H_0: Robust RMSEA <= 0.050                         0.046
##   P-value H_0: Robust RMSEA >= 0.080                         0.628
## 
## Standardized Root Mean Square Residual:
## 
##   SRMR                                           0.023       0.023
## 
## Parameter Estimates:
## 
##   Standard errors                           Robust.sem
##   Information                                 Expected
##   Information saturated (h1) model          Structured
## 
## Latent Variables:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##   HEX_AGR_GEN =~                                                        
##     HEX_AGR_GEN_01    1.000                               0.849    0.504
##     HEX_AGR_GEN_02    1.217    0.076   16.079    0.000    1.033    0.752
##     HEX_AGR_GEN_03    1.238    0.077   16.185    0.000    1.051    0.707
##     HEX_AGR_GEN_04    1.128    0.072   15.651    0.000    0.957    0.656
## 
## Variances:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##    .HEX_AGR_GEN_01    2.114    0.090   23.449    0.000    2.114    0.746
##    .HEX_AGR_GEN_02    0.821    0.061   13.458    0.000    0.821    0.435
##    .HEX_AGR_GEN_03    1.108    0.075   14.685    0.000    1.108    0.501
##    .HEX_AGR_GEN_04    1.215    0.069   17.509    0.000    1.215    0.570
##     HEX_AGR_GEN       0.720    0.079    9.107    0.000    1.000    1.000

Fit is okay.

Flexibility

  • People sometimes tell me that I’m too stubborn.
  • I am usually quite flexible in my opinions when people disagree with me.
  • When people tell me that I’m wrong, my first reaction is to argue with them.
  • I find it hard to compromise with people when I really think I’m right.
## Call: mardia(x = select(d, paste0(rep(paste0(name, "_0"), 4), 1:4)))
## 
## Mardia tests of multivariate skew and kurtosis
## Use describe(x) the to get univariate tests
## n.obs = 1559   num.vars =  4 
## b1p =  0.49   skew =  128  with probability  <=  9.6e-18
##  small sample skew =  128  with probability <=  8.3e-18
## b2p =  24.3   kurtosis =  0.94  with probability <=  0.35

Assumption of multivariate normality violated. Hence we’ll use the robust estimator.

## lavaan 0.6.15 ended normally after 31 iterations
## 
##   Estimator                                         ML
##   Optimization method                           NLMINB
##   Number of model parameters                         8
## 
##   Number of observations                          1559
## 
## Model Test User Model:
##                                               Standard      Scaled
##   Test Statistic                                12.746      10.580
##   Degrees of freedom                                 2           2
##   P-value (Chi-square)                           0.002       0.005
##   Scaling correction factor                                  1.205
##     Satorra-Bentler correction                                    
## 
## Model Test Baseline Model:
## 
##   Test statistic                               848.639     693.930
##   Degrees of freedom                                 6           6
##   P-value                                        0.000       0.000
##   Scaling correction factor                                  1.223
## 
## User Model versus Baseline Model:
## 
##   Comparative Fit Index (CFI)                    0.987       0.988
##   Tucker-Lewis Index (TLI)                       0.962       0.963
##                                                                   
##   Robust Comparative Fit Index (CFI)                         0.988
##   Robust Tucker-Lewis Index (TLI)                            0.963
## 
## Loglikelihood and Information Criteria:
## 
##   Loglikelihood user model (H0)             -11197.338  -11197.338
##   Loglikelihood unrestricted model (H1)     -11190.965  -11190.965
##                                                                   
##   Akaike (AIC)                               22410.675   22410.675
##   Bayesian (BIC)                             22453.490   22453.490
##   Sample-size adjusted Bayesian (SABIC)      22428.075   22428.075
## 
## Root Mean Square Error of Approximation:
## 
##   RMSEA                                          0.059       0.052
##   90 Percent confidence interval - lower         0.031       0.027
##   90 Percent confidence interval - upper         0.091       0.082
##   P-value H_0: RMSEA <= 0.050                    0.268       0.386
##   P-value H_0: RMSEA >= 0.080                    0.153       0.067
##                                                                   
##   Robust RMSEA                                               0.058
##   90 Percent confidence interval - lower                     0.027
##   90 Percent confidence interval - upper                     0.094
##   P-value H_0: Robust RMSEA <= 0.050                         0.297
##   P-value H_0: Robust RMSEA >= 0.080                         0.169
## 
## Standardized Root Mean Square Residual:
## 
##   SRMR                                           0.020       0.020
## 
## Parameter Estimates:
## 
##   Standard errors                           Robust.sem
##   Information                                 Expected
##   Information saturated (h1) model          Structured
## 
## Latent Variables:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##   HEX_AGR_FLX =~                                                        
##     HEX_AGR_FLX_01    1.000                               0.792    0.442
##     HEX_AGR_FLX_02    0.892    0.086   10.365    0.000    0.706    0.508
##     HEX_AGR_FLX_03    1.275    0.103   12.348    0.000    1.009    0.650
##     HEX_AGR_FLX_04    1.328    0.109   12.167    0.000    1.051    0.688
## 
## Variances:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##    .HEX_AGR_FLX_01    2.576    0.096   26.936    0.000    2.576    0.804
##    .HEX_AGR_FLX_02    1.434    0.072   19.982    0.000    1.434    0.742
##    .HEX_AGR_FLX_03    1.389    0.081   17.234    0.000    1.389    0.577
##    .HEX_AGR_FLX_04    1.232    0.087   14.128    0.000    1.232    0.527
##     HEX_AGR_FLX       0.627    0.087    7.167    0.000    1.000    1.000

Fit is okay.

Patience

  • People think of me as someone who has a quick temper.
  • I rarely feel anger, even when people treat me quite badly.
  • Most people tend to get angry more quickly than I do.
  • I find it hard to keep my temper when people insult me.
## Call: mardia(x = select(d, paste0(rep(paste0(name, "_0"), 4), 1:4)))
## 
## Mardia tests of multivariate skew and kurtosis
## Use describe(x) the to get univariate tests
## n.obs = 1559   num.vars =  4 
## b1p =  1.97   skew =  511  with probability  <=  1.2e-95
##  small sample skew =  513  with probability <=  6.1e-96
## b2p =  27.3   kurtosis =  9.51  with probability <=  0

Assumption of multivariate normality violated. Hence we’ll use the robust estimator.

## lavaan 0.6.15 ended normally after 26 iterations
## 
##   Estimator                                         ML
##   Optimization method                           NLMINB
##   Number of model parameters                         8
## 
##   Number of observations                          1559
## 
## Model Test User Model:
##                                               Standard      Scaled
##   Test Statistic                               109.883      77.567
##   Degrees of freedom                                 2           2
##   P-value (Chi-square)                           0.000       0.000
##   Scaling correction factor                                  1.417
##     Satorra-Bentler correction                                    
## 
## Model Test Baseline Model:
## 
##   Test statistic                              1580.925    1312.579
##   Degrees of freedom                                 6           6
##   P-value                                        0.000       0.000
##   Scaling correction factor                                  1.204
## 
## User Model versus Baseline Model:
## 
##   Comparative Fit Index (CFI)                    0.931       0.942
##   Tucker-Lewis Index (TLI)                       0.794       0.826
##                                                                   
##   Robust Comparative Fit Index (CFI)                         0.932
##   Robust Tucker-Lewis Index (TLI)                            0.796
## 
## Loglikelihood and Information Criteria:
## 
##   Loglikelihood user model (H0)             -10987.141  -10987.141
##   Loglikelihood unrestricted model (H1)     -10932.199  -10932.199
##                                                                   
##   Akaike (AIC)                               21990.282   21990.282
##   Bayesian (BIC)                             22033.096   22033.096
##   Sample-size adjusted Bayesian (SABIC)      22007.682   22007.682
## 
## Root Mean Square Error of Approximation:
## 
##   RMSEA                                          0.186       0.156
##   90 Percent confidence interval - lower         0.157       0.132
##   90 Percent confidence interval - upper         0.216       0.181
##   P-value H_0: RMSEA <= 0.050                    0.000       0.000
##   P-value H_0: RMSEA >= 0.080                    1.000       1.000
##                                                                   
##   Robust RMSEA                                               0.185
##   90 Percent confidence interval - lower                     0.151
##   90 Percent confidence interval - upper                     0.222
##   P-value H_0: Robust RMSEA <= 0.050                         0.000
##   P-value H_0: Robust RMSEA >= 0.080                         1.000
## 
## Standardized Root Mean Square Residual:
## 
##   SRMR                                           0.045       0.045
## 
## Parameter Estimates:
## 
##   Standard errors                           Robust.sem
##   Information                                 Expected
##   Information saturated (h1) model          Structured
## 
## Latent Variables:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##   HEX_AGR_PAT =~                                                        
##     HEX_AGR_PAT_01    1.000                               1.057    0.696
##     HEX_AGR_PAT_02    0.868    0.050   17.370    0.000    0.918    0.562
##     HEX_AGR_PAT_03    1.084    0.049   22.131    0.000    1.147    0.766
##     HEX_AGR_PAT_04    1.028    0.055   18.662    0.000    1.087    0.640
## 
## Variances:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##    .HEX_AGR_PAT_01    1.193    0.079   15.019    0.000    1.193    0.516
##    .HEX_AGR_PAT_02    1.829    0.077   23.903    0.000    1.829    0.685
##    .HEX_AGR_PAT_03    0.929    0.071   13.111    0.000    0.929    0.414
##    .HEX_AGR_PAT_04    1.702    0.090   18.942    0.000    1.702    0.590
##     HEX_AGR_PAT       1.118    0.086   12.994    0.000    1.000    1.000

Fit is subpar. Let’s check for potential improvements.

Items 1 & 2 and Items 3 & 4 want to covary.

## lavaan 0.6.15 ended normally after 27 iterations
## 
##   Estimator                                         ML
##   Optimization method                           NLMINB
##   Number of model parameters                        10
##   Number of equality constraints                     1
## 
##   Number of observations                          1559
## 
## Model Test User Model:
##                                               Standard      Scaled
##   Test Statistic                                 1.738       1.167
##   Degrees of freedom                                 1           1
##   P-value (Chi-square)                           0.187       0.280
##   Scaling correction factor                                  1.490
##     Satorra-Bentler correction                                    
## 
## Model Test Baseline Model:
## 
##   Test statistic                              1580.925    1312.579
##   Degrees of freedom                                 6           6
##   P-value                                        0.000       0.000
##   Scaling correction factor                                  1.204
## 
## User Model versus Baseline Model:
## 
##   Comparative Fit Index (CFI)                    1.000       1.000
##   Tucker-Lewis Index (TLI)                       0.997       0.999
##                                                                   
##   Robust Comparative Fit Index (CFI)                         1.000
##   Robust Tucker-Lewis Index (TLI)                            0.999
## 
## Loglikelihood and Information Criteria:
## 
##   Loglikelihood user model (H0)             -10933.068  -10933.068
##   Loglikelihood unrestricted model (H1)     -10932.199  -10932.199
##                                                                   
##   Akaike (AIC)                               21884.137   21884.137
##   Bayesian (BIC)                             21932.303   21932.303
##   Sample-size adjusted Bayesian (SABIC)      21903.712   21903.712
## 
## Root Mean Square Error of Approximation:
## 
##   RMSEA                                          0.022       0.010
##   90 Percent confidence interval - lower         0.000       0.000
##   90 Percent confidence interval - upper         0.075       0.059
##   P-value H_0: RMSEA <= 0.050                    0.745       0.892
##   P-value H_0: RMSEA >= 0.080                    0.033       0.004
##                                                                   
##   Robust RMSEA                                               0.013
##   90 Percent confidence interval - lower                     0.000
##   90 Percent confidence interval - upper                     0.084
##   P-value H_0: Robust RMSEA <= 0.050                         0.708
##   P-value H_0: Robust RMSEA >= 0.080                         0.066
## 
## Standardized Root Mean Square Residual:
## 
##   SRMR                                           0.007       0.007
## 
## Parameter Estimates:
## 
##   Standard errors                           Robust.sem
##   Information                                 Expected
##   Information saturated (h1) model          Structured
## 
## Latent Variables:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##   HEX_AGR_PAT =~                                                        
##     HEX_AGR_PAT_01    1.000                               1.060    0.698
##     HEX_AGR_PAT_02    0.912    0.048   18.830    0.000    0.967    0.592
##     HEX_AGR_PAT_03    1.122    0.047   24.090    0.000    1.190    0.794
##     HEX_AGR_PAT_04    1.117    0.056   20.025    0.000    1.185    0.698
## 
## Covariances:
##                     Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##  .HEX_AGR_PAT_01 ~~                                                      
##    .HEX_AGR_PA (a)    -0.303    0.030  -10.133    0.000   -0.303   -0.211
##  .HEX_AGR_PAT_03 ~~                                                      
##    .HEX_AGR_PA (a)    -0.303    0.030  -10.133    0.000   -0.303   -0.274
## 
## Variances:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##    .HEX_AGR_PAT_01    1.186    0.076   15.510    0.000    1.186    0.513
##    .HEX_AGR_PAT_02    1.736    0.076   22.808    0.000    1.736    0.650
##    .HEX_AGR_PAT_03    0.829    0.069   11.997    0.000    0.829    0.369
##    .HEX_AGR_PAT_04    1.479    0.093   15.933    0.000    1.479    0.513
##     HEX_AGR_PAT       1.124    0.082   13.723    0.000    1.000    1.000

Fit is good.

Agreeableness

Let’s analyze main model.

## lavaan 0.6.15 ended normally after 45 iterations
## 
##   Estimator                                         ML
##   Optimization method                           NLMINB
##   Number of model parameters                        38
## 
##   Number of observations                          1559
## 
## Model Test User Model:
##                                               Standard      Scaled
##   Test Statistic                              1210.865     934.502
##   Degrees of freedom                                98          98
##   P-value (Chi-square)                           0.000       0.000
##   Scaling correction factor                                  1.296
##     Satorra-Bentler correction                                    
## 
## Model Test Baseline Model:
## 
##   Test statistic                              9103.412    7625.291
##   Degrees of freedom                               120         120
##   P-value                                        0.000       0.000
##   Scaling correction factor                                  1.194
## 
## User Model versus Baseline Model:
## 
##   Comparative Fit Index (CFI)                    0.876       0.889
##   Tucker-Lewis Index (TLI)                       0.848       0.864
##                                                                   
##   Robust Comparative Fit Index (CFI)                         0.879
##   Robust Tucker-Lewis Index (TLI)                            0.852
## 
## Loglikelihood and Information Criteria:
## 
##   Loglikelihood user model (H0)             -42326.305  -42326.305
##   Loglikelihood unrestricted model (H1)     -41720.872  -41720.872
##                                                                   
##   Akaike (AIC)                               84728.609   84728.609
##   Bayesian (BIC)                             84931.978   84931.978
##   Sample-size adjusted Bayesian (SABIC)      84811.260   84811.260
## 
## Root Mean Square Error of Approximation:
## 
##   RMSEA                                          0.085       0.074
##   90 Percent confidence interval - lower         0.081       0.070
##   90 Percent confidence interval - upper         0.090       0.078
##   P-value H_0: RMSEA <= 0.050                    0.000       0.000
##   P-value H_0: RMSEA >= 0.080                    0.980       0.005
##                                                                   
##   Robust RMSEA                                               0.084
##   90 Percent confidence interval - lower                     0.079
##   90 Percent confidence interval - upper                     0.089
##   P-value H_0: Robust RMSEA <= 0.050                         0.000
##   P-value H_0: Robust RMSEA >= 0.080                         0.923
## 
## Standardized Root Mean Square Residual:
## 
##   SRMR                                           0.063       0.063
## 
## Parameter Estimates:
## 
##   Standard errors                           Robust.sem
##   Information                                 Expected
##   Information saturated (h1) model          Structured
## 
## Latent Variables:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##   HEX_AGR =~                                                            
##     HEX_AGR_FOR       1.000                               0.710    0.710
##     HEX_AGR_GEN       0.771    0.046   16.803    0.000    0.865    0.865
##     HEX_AGR_FLX       0.647    0.049   13.177    0.000    0.819    0.819
##     HEX_AGR_PAT       0.778    0.045   17.227    0.000    0.761    0.761
##   HEX_AGR_FOR =~                                                        
##     HEX_AGR_FOR_01    1.000                               1.497    0.865
##     HEX_AGR_FOR_02    0.929    0.023   40.223    0.000    1.391    0.832
##     HEX_AGR_FOR_03    0.301    0.022   13.914    0.000    0.451    0.386
##     HEX_AGR_FOR_04    0.859    0.025   34.152    0.000    1.286    0.759
##   HEX_AGR_GEN =~                                                        
##     HEX_AGR_GEN_01    1.000                               0.947    0.562
##     HEX_AGR_GEN_02    1.041    0.052   20.088    0.000    0.986    0.718
##     HEX_AGR_GEN_03    1.106    0.058   19.194    0.000    1.048    0.704
##     HEX_AGR_GEN_04    1.002    0.054   18.686    0.000    0.949    0.650
##   HEX_AGR_FLX =~                                                        
##     HEX_AGR_FLX_01    1.000                               0.839    0.469
##     HEX_AGR_FLX_02    0.920    0.075   12.213    0.000    0.772    0.555
##     HEX_AGR_FLX_03    1.187    0.084   14.150    0.000    0.996    0.642
##     HEX_AGR_FLX_04    1.153    0.082   14.115    0.000    0.967    0.633
##   HEX_AGR_PAT =~                                                        
##     HEX_AGR_PAT_01    1.000                               1.086    0.715
##     HEX_AGR_PAT_02    1.017    0.049   20.712    0.000    1.105    0.676
##     HEX_AGR_PAT_03    1.006    0.046   21.969    0.000    1.093    0.729
##     HEX_AGR_PAT_04    1.031    0.053   19.620    0.000    1.120    0.660
## 
## Covariances:
##                     Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##  .HEX_AGR_PAT_01 ~~                                                      
##    .HEX_AGR_PAT_02    -0.479    0.052   -9.178    0.000   -0.479   -0.374
##  .HEX_AGR_PAT_03 ~~                                                      
##    .HEX_AGR_PAT_04    -0.118    0.050   -2.345    0.019   -0.118   -0.090
## 
## Variances:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##    .HEX_AGR_FOR_01    0.755    0.061   12.482    0.000    0.755    0.252
##    .HEX_AGR_FOR_02    0.862    0.065   13.255    0.000    0.862    0.308
##    .HEX_AGR_FOR_03    1.160    0.059   19.790    0.000    1.160    0.851
##    .HEX_AGR_FOR_04    1.216    0.073   16.659    0.000    1.216    0.424
##    .HEX_AGR_GEN_01    1.938    0.085   22.873    0.000    1.938    0.684
##    .HEX_AGR_GEN_02    0.917    0.053   17.137    0.000    0.917    0.485
##    .HEX_AGR_GEN_03    1.115    0.071   15.646    0.000    1.115    0.504
##    .HEX_AGR_GEN_04    1.232    0.061   20.300    0.000    1.232    0.578
##    .HEX_AGR_FLX_01    2.499    0.093   26.767    0.000    2.499    0.780
##    .HEX_AGR_FLX_02    1.336    0.066   20.204    0.000    1.336    0.692
##    .HEX_AGR_FLX_03    1.415    0.069   20.561    0.000    1.415    0.588
##    .HEX_AGR_FLX_04    1.401    0.069   20.254    0.000    1.401    0.600
##    .HEX_AGR_PAT_01    1.131    0.076   14.791    0.000    1.131    0.489
##    .HEX_AGR_PAT_02    1.450    0.074   19.493    0.000    1.450    0.543
##    .HEX_AGR_PAT_03    1.050    0.067   15.731    0.000    1.050    0.468
##    .HEX_AGR_PAT_04    1.628    0.082   19.780    0.000    1.628    0.565
##     HEX_AGR           1.129    0.087   13.013    0.000    1.000    1.000
##    .HEX_AGR_FOR       1.111    0.075   14.781    0.000    0.496    0.496
##    .HEX_AGR_GEN       0.226    0.037    6.123    0.000    0.252    0.252
##    .HEX_AGR_FLX       0.232    0.038    6.080    0.000    0.329    0.329
##    .HEX_AGR_PAT       0.497    0.053    9.316    0.000    0.421    0.421

Conscientiousness

Organization

  • I clean my office or home quite frequently.
  • I plan ahead and organize things, to avoid scrambling at the last minute.
  • People often joke with me about the messiness of my room or desk.
  • When working, I sometimes have difficulties due to being disorganized.
## Call: mardia(x = select(d, paste0(rep(paste0(name, "_0"), 4), 1:4)))
## 
## Mardia tests of multivariate skew and kurtosis
## Use describe(x) the to get univariate tests
## n.obs = 1559   num.vars =  4 
## b1p =  3.66   skew =  951  with probability  <=  1.2e-188
##  small sample skew =  953  with probability <=  3.4e-189
## b2p =  30.8   kurtosis =  19.4  with probability <=  0

Assumption of multivariate normality violated. Hence we’ll use the robust estimator.

## lavaan 0.6.15 ended normally after 23 iterations
## 
##   Estimator                                         ML
##   Optimization method                           NLMINB
##   Number of model parameters                         8
## 
##   Number of observations                          1559
## 
## Model Test User Model:
##                                               Standard      Scaled
##   Test Statistic                                42.720      30.216
##   Degrees of freedom                                 2           2
##   P-value (Chi-square)                           0.000       0.000
##   Scaling correction factor                                  1.414
##     Satorra-Bentler correction                                    
## 
## Model Test Baseline Model:
## 
##   Test statistic                              1706.665    1240.545
##   Degrees of freedom                                 6           6
##   P-value                                        0.000       0.000
##   Scaling correction factor                                  1.376
## 
## User Model versus Baseline Model:
## 
##   Comparative Fit Index (CFI)                    0.976       0.977
##   Tucker-Lewis Index (TLI)                       0.928       0.931
##                                                                   
##   Robust Comparative Fit Index (CFI)                         0.977
##   Robust Tucker-Lewis Index (TLI)                            0.930
## 
## Loglikelihood and Information Criteria:
## 
##   Loglikelihood user model (H0)             -10962.952  -10962.952
##   Loglikelihood unrestricted model (H1)     -10941.592  -10941.592
##                                                                   
##   Akaike (AIC)                               21941.905   21941.905
##   Bayesian (BIC)                             21984.719   21984.719
##   Sample-size adjusted Bayesian (SABIC)      21959.305   21959.305
## 
## Root Mean Square Error of Approximation:
## 
##   RMSEA                                          0.114       0.095
##   90 Percent confidence interval - lower         0.086       0.071
##   90 Percent confidence interval - upper         0.145       0.121
##   P-value H_0: RMSEA <= 0.050                    0.000       0.001
##   P-value H_0: RMSEA >= 0.080                    0.976       0.857
##                                                                   
##   Robust RMSEA                                               0.113
##   90 Percent confidence interval - lower                     0.080
##   90 Percent confidence interval - upper                     0.150
##   P-value H_0: Robust RMSEA <= 0.050                         0.001
##   P-value H_0: Robust RMSEA >= 0.080                         0.948
## 
## Standardized Root Mean Square Residual:
## 
##   SRMR                                           0.026       0.026
## 
## Parameter Estimates:
## 
##   Standard errors                           Robust.sem
##   Information                                 Expected
##   Information saturated (h1) model          Structured
## 
## Latent Variables:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##   HEX_CNS_ORG =~                                                        
##     HEX_CNS_ORG_01    1.000                               0.983    0.590
##     HEX_CNS_ORG_02    0.824    0.049   16.749    0.000    0.811    0.604
##     HEX_CNS_ORG_03    1.360    0.072   18.982    0.000    1.337    0.770
##     HEX_CNS_ORG_04    1.336    0.071   18.755    0.000    1.314    0.771
## 
## Variances:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##    .HEX_CNS_ORG_01    1.808    0.086   21.068    0.000    1.808    0.651
##    .HEX_CNS_ORG_02    1.144    0.060   19.032    0.000    1.144    0.635
##    .HEX_CNS_ORG_03    1.227    0.096   12.728    0.000    1.227    0.407
##    .HEX_CNS_ORG_04    1.181    0.094   12.514    0.000    1.181    0.406
##     HEX_CNS_ORG       0.967    0.088   10.967    0.000    1.000    1.000

Fit only “just” above thresholds. #### Diligence

  • When working, I often set ambitious goals for myself.
  • I often push myself very hard when trying to achieve a goal.
  • Often when I set a goal, I end up quitting without having reached it.
  • I do only the minimum amount of work needed to get by.
## Call: mardia(x = select(d, paste0(rep(paste0(name, "_0"), 4), 1:4)))
## 
## Mardia tests of multivariate skew and kurtosis
## Use describe(x) the to get univariate tests
## n.obs = 1558   num.vars =  4 
## b1p =  3.19   skew =  829  with probability  <=  1.1e-162
##  small sample skew =  831  with probability <=  3.8e-163
## b2p =  33.6   kurtosis =  27.3  with probability <=  0

Assumption of multivariate normality violated. Hence we should use the robust estimator. However, if we do so, one participant will be excluded, because MLM doesn’t allow imputation. Will hence use ML but with FIML imputation.

## lavaan 0.6.15 ended normally after 32 iterations
## 
##   Estimator                                         ML
##   Optimization method                           NLMINB
##   Number of model parameters                        12
## 
##   Number of observations                          1559
##   Number of missing patterns                         2
## 
## Model Test User Model:
##                                               Standard      Scaled
##   Test Statistic                                72.052      44.158
##   Degrees of freedom                                 2           2
##   P-value (Chi-square)                           0.000       0.000
##   Scaling correction factor                                  1.632
##     Yuan-Bentler correction (Mplus variant)                       
## 
## Model Test Baseline Model:
## 
##   Test statistic                              1586.465     887.313
##   Degrees of freedom                                 6           6
##   P-value                                        0.000       0.000
##   Scaling correction factor                                  1.788
## 
## User Model versus Baseline Model:
## 
##   Comparative Fit Index (CFI)                    0.956       0.952
##   Tucker-Lewis Index (TLI)                       0.867       0.856
##                                                                   
##   Robust Comparative Fit Index (CFI)                         0.956
##   Robust Tucker-Lewis Index (TLI)                            0.869
## 
## Loglikelihood and Information Criteria:
## 
##   Loglikelihood user model (H0)             -10490.120  -10490.120
##   Scaling correction factor                                  1.295
##       for the MLR correction                                      
##   Loglikelihood unrestricted model (H1)     -10454.094  -10454.094
##   Scaling correction factor                                  1.343
##       for the MLR correction                                      
##                                                                   
##   Akaike (AIC)                               21004.240   21004.240
##   Bayesian (BIC)                             21068.462   21068.462
##   Sample-size adjusted Bayesian (SABIC)      21030.340   21030.340
## 
## Root Mean Square Error of Approximation:
## 
##   RMSEA                                          0.150       0.116
##   90 Percent confidence interval - lower         0.121       0.094
##   90 Percent confidence interval - upper         0.181       0.140
##   P-value H_0: RMSEA <= 0.050                    0.000       0.000
##   P-value H_0: RMSEA >= 0.080                    1.000       0.996
##                                                                   
##   Robust RMSEA                                               0.148
##   90 Percent confidence interval - lower                     0.111
##   90 Percent confidence interval - upper                     0.189
##   P-value H_0: Robust RMSEA <= 0.050                         0.000
##   P-value H_0: Robust RMSEA >= 0.080                         0.998
## 
## Standardized Root Mean Square Residual:
## 
##   SRMR                                           0.035       0.035
## 
## Parameter Estimates:
## 
##   Standard errors                             Sandwich
##   Information bread                           Observed
##   Observed information based on                Hessian
## 
## Latent Variables:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##   HEX_CNS_DIL =~                                                        
##     HEX_CNS_DIL_01    1.000                               0.980    0.696
##     HEX_CNS_DIL_02    1.075    0.047   22.715    0.000    1.054    0.794
##     HEX_CNS_DIL_03    0.974    0.064   15.211    0.000    0.954    0.607
##     HEX_CNS_DIL_04    0.940    0.062   15.121    0.000    0.921    0.580
## 
## Intercepts:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##    .HEX_CNS_DIL_01    5.053    0.036  141.754    0.000    5.053    3.590
##    .HEX_CNS_DIL_02    5.335    0.034  158.679    0.000    5.335    4.019
##    .HEX_CNS_DIL_03    5.074    0.040  127.473    0.000    5.074    3.228
##    .HEX_CNS_DIL_04    5.259    0.040  130.699    0.000    5.259    3.311
##     HEX_CNS_DIL       0.000                               0.000    0.000
## 
## Variances:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##    .HEX_CNS_DIL_01    1.021    0.072   14.108    0.000    1.021    0.516
##    .HEX_CNS_DIL_02    0.652    0.063   10.390    0.000    0.652    0.370
##    .HEX_CNS_DIL_03    1.560    0.085   18.280    0.000    1.560    0.631
##    .HEX_CNS_DIL_04    1.675    0.098   17.009    0.000    1.675    0.664
##     HEX_CNS_DIL       0.960    0.081   11.875    0.000    1.000    1.000

Fit is bad. Let’s inspect.

Items 1 & 2, and items 3 & 4 want to covary.

## lavaan 0.6.15 ended normally after 37 iterations
## 
##   Estimator                                         ML
##   Optimization method                           NLMINB
##   Number of model parameters                        14
##   Number of equality constraints                     1
## 
##   Number of observations                          1559
##   Number of missing patterns                         2
## 
## Model Test User Model:
##                                               Standard      Scaled
##   Test Statistic                                 5.560       3.473
##   Degrees of freedom                                 1           1
##   P-value (Chi-square)                           0.018       0.062
##   Scaling correction factor                                  1.601
##     Yuan-Bentler correction (Mplus variant)                       
## 
## Model Test Baseline Model:
## 
##   Test statistic                              1586.465     887.313
##   Degrees of freedom                                 6           6
##   P-value                                        0.000       0.000
##   Scaling correction factor                                  1.788
## 
## User Model versus Baseline Model:
## 
##   Comparative Fit Index (CFI)                    0.997       0.997
##   Tucker-Lewis Index (TLI)                       0.983       0.983
##                                                                   
##   Robust Comparative Fit Index (CFI)                         0.998
##   Robust Tucker-Lewis Index (TLI)                            0.985
## 
## Loglikelihood and Information Criteria:
## 
##   Loglikelihood user model (H0)             -10456.874  -10456.874
##   Scaling correction factor                                  1.229
##       for the MLR correction                                      
##   Loglikelihood unrestricted model (H1)     -10454.094  -10454.094
##   Scaling correction factor                                  1.343
##       for the MLR correction                                      
##                                                                   
##   Akaike (AIC)                               20939.747   20939.747
##   Bayesian (BIC)                             21009.321   21009.321
##   Sample-size adjusted Bayesian (SABIC)      20968.023   20968.023
## 
## Root Mean Square Error of Approximation:
## 
##   RMSEA                                          0.054       0.040
##   90 Percent confidence interval - lower         0.018       0.007
##   90 Percent confidence interval - upper         0.101       0.078
##   P-value H_0: RMSEA <= 0.050                    0.351       0.605
##   P-value H_0: RMSEA >= 0.080                    0.212       0.041
##                                                                   
##   Robust RMSEA                                               0.050
##   90 Percent confidence interval - lower                     0.000
##   90 Percent confidence interval - upper                     0.114
##   P-value H_0: Robust RMSEA <= 0.050                         0.384
##   P-value H_0: Robust RMSEA >= 0.080                         0.269
## 
## Standardized Root Mean Square Residual:
## 
##   SRMR                                           0.008       0.008
## 
## Parameter Estimates:
## 
##   Standard errors                             Sandwich
##   Information bread                           Observed
##   Observed information based on                Hessian
## 
## Latent Variables:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##   HEX_CNS_DIL =~                                                        
##     HEX_CNS_DIL_01    1.000                               0.874    0.621
##     HEX_CNS_DIL_02    1.124    0.064   17.592    0.000    0.983    0.740
##     HEX_CNS_DIL_03    1.123    0.077   14.603    0.000    0.982    0.625
##     HEX_CNS_DIL_04    1.066    0.068   15.746    0.000    0.932    0.586
## 
## Covariances:
##                     Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##  .HEX_CNS_DIL_01 ~~                                                      
##    .HEX_CNS_DI (a)     0.231    0.041    5.619    0.000    0.231    0.235
##  .HEX_CNS_DIL_03 ~~                                                      
##    .HEX_CNS_DI (a)     0.231    0.041    5.619    0.000    0.231    0.146
## 
## Intercepts:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##    .HEX_CNS_DIL_01    5.053    0.036  141.754    0.000    5.053    3.590
##    .HEX_CNS_DIL_02    5.335    0.034  158.679    0.000    5.335    4.019
##    .HEX_CNS_DIL_03    5.074    0.040  127.473    0.000    5.074    3.228
##    .HEX_CNS_DIL_04    5.258    0.040  130.675    0.000    5.258    3.311
##     HEX_CNS_DIL       0.000                               0.000    0.000
## 
## Variances:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##    .HEX_CNS_DIL_01    1.217    0.077   15.867    0.000    1.217    0.614
##    .HEX_CNS_DIL_02    0.797    0.066   12.003    0.000    0.797    0.452
##    .HEX_CNS_DIL_03    1.506    0.081   18.566    0.000    1.506    0.610
##    .HEX_CNS_DIL_04    1.655    0.096   17.327    0.000    1.655    0.656
##     HEX_CNS_DIL       0.764    0.082    9.329    0.000    1.000    1.000

Fit is now good.

Perfectionism

  • I often check my work over repeatedly to find any mistakes.
  • When working on something, I don’t pay much attention to small details.
  • I always try to be accurate in my work, even at the expense of time.
  • People often call me a perfectionist.
## Call: mardia(x = select(d, paste0(rep(paste0(name, "_0"), 4), 1:4)))
## 
## Mardia tests of multivariate skew and kurtosis
## Use describe(x) the to get univariate tests
## n.obs = 1559   num.vars =  4 
## b1p =  4.4   skew =  1143  with probability  <=  1.4e-229
##  small sample skew =  1146  with probability <=  3e-230
## b2p =  32.2   kurtosis =  23.4  with probability <=  0

Assumption of multivariate normality violated. Hence we’ll use the robust estimator.

## lavaan 0.6.15 ended normally after 31 iterations
## 
##   Estimator                                         ML
##   Optimization method                           NLMINB
##   Number of model parameters                         8
## 
##   Number of observations                          1559
## 
## Model Test User Model:
##                                               Standard      Scaled
##   Test Statistic                                37.037      30.643
##   Degrees of freedom                                 2           2
##   P-value (Chi-square)                           0.000       0.000
##   Scaling correction factor                                  1.209
##     Satorra-Bentler correction                                    
## 
## Model Test Baseline Model:
## 
##   Test statistic                               811.845     632.400
##   Degrees of freedom                                 6           6
##   P-value                                        0.000       0.000
##   Scaling correction factor                                  1.284
## 
## User Model versus Baseline Model:
## 
##   Comparative Fit Index (CFI)                    0.957       0.954
##   Tucker-Lewis Index (TLI)                       0.870       0.863
##                                                                   
##   Robust Comparative Fit Index (CFI)                         0.957
##   Robust Tucker-Lewis Index (TLI)                            0.871
## 
## Loglikelihood and Information Criteria:
## 
##   Loglikelihood user model (H0)             -10275.928  -10275.928
##   Loglikelihood unrestricted model (H1)     -10257.410  -10257.410
##                                                                   
##   Akaike (AIC)                               20567.857   20567.857
##   Bayesian (BIC)                             20610.671   20610.671
##   Sample-size adjusted Bayesian (SABIC)      20585.257   20585.257
## 
## Root Mean Square Error of Approximation:
## 
##   RMSEA                                          0.106       0.096
##   90 Percent confidence interval - lower         0.078       0.070
##   90 Percent confidence interval - upper         0.137       0.124
##   P-value H_0: RMSEA <= 0.050                    0.001       0.002
##   P-value H_0: RMSEA >= 0.080                    0.936       0.852
##                                                                   
##   Robust RMSEA                                               0.105
##   90 Percent confidence interval - lower                     0.074
##   90 Percent confidence interval - upper                     0.140
##   P-value H_0: Robust RMSEA <= 0.050                         0.002
##   P-value H_0: Robust RMSEA >= 0.080                         0.914
## 
## Standardized Root Mean Square Residual:
## 
##   SRMR                                           0.036       0.036
## 
## Parameter Estimates:
## 
##   Standard errors                           Robust.sem
##   Information                                 Expected
##   Information saturated (h1) model          Structured
## 
## Latent Variables:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##   HEX_CNS_PER =~                                                        
##     HEX_CNS_PER_01    1.000                               0.690    0.522
##     HEX_CNS_PER_02    1.078    0.090   12.039    0.000    0.744    0.609
##     HEX_CNS_PER_03    1.168    0.098   11.969    0.000    0.806    0.723
##     HEX_CNS_PER_04    0.940    0.094   10.052    0.000    0.649    0.364
## 
## Variances:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##    .HEX_CNS_PER_01    1.268    0.081   15.665    0.000    1.268    0.727
##    .HEX_CNS_PER_02    0.939    0.073   12.854    0.000    0.939    0.629
##    .HEX_CNS_PER_03    0.592    0.061    9.753    0.000    0.592    0.477
##    .HEX_CNS_PER_04    2.753    0.087   31.712    0.000    2.753    0.867
##     HEX_CNS_PER       0.476    0.063    7.563    0.000    1.000    1.000

Fit only just above thresholds.

Prudence

  • I make decisions based on the feeling of the moment rather than on careful thought.
  • I make a lot of mistakes because I don’t think before I act.
  • I don’t allow my impulses to govern my behavior.
  • I prefer to do whatever comes to mind, rather than stick to a plan.
## Call: mardia(x = select(d, paste0(rep(paste0(name, "_0"), 4), 1:4)))
## 
## Mardia tests of multivariate skew and kurtosis
## Use describe(x) the to get univariate tests
## n.obs = 1559   num.vars =  4 
## b1p =  2.6   skew =  675  with probability  <=  3.7e-130
##  small sample skew =  677  with probability <=  1.5e-130
## b2p =  31.8   kurtosis =  22.3  with probability <=  0

Assumption of multivariate normality violated. Hence we’ll use the robust estimator.

## lavaan 0.6.15 ended normally after 25 iterations
## 
##   Estimator                                         ML
##   Optimization method                           NLMINB
##   Number of model parameters                         8
## 
##   Number of observations                          1559
## 
## Model Test User Model:
##                                               Standard      Scaled
##   Test Statistic                                48.292      29.245
##   Degrees of freedom                                 2           2
##   P-value (Chi-square)                           0.000       0.000
##   Scaling correction factor                                  1.651
##     Satorra-Bentler correction                                    
## 
## Model Test Baseline Model:
## 
##   Test statistic                              1280.309     954.086
##   Degrees of freedom                                 6           6
##   P-value                                        0.000       0.000
##   Scaling correction factor                                  1.342
## 
## User Model versus Baseline Model:
## 
##   Comparative Fit Index (CFI)                    0.964       0.971
##   Tucker-Lewis Index (TLI)                       0.891       0.914
##                                                                   
##   Robust Comparative Fit Index (CFI)                         0.965
##   Robust Tucker-Lewis Index (TLI)                            0.894
## 
## Loglikelihood and Information Criteria:
## 
##   Loglikelihood user model (H0)             -10459.351  -10459.351
##   Loglikelihood unrestricted model (H1)     -10435.205  -10435.205
##                                                                   
##   Akaike (AIC)                               20934.703   20934.703
##   Bayesian (BIC)                             20977.517   20977.517
##   Sample-size adjusted Bayesian (SABIC)      20952.103   20952.103
## 
## Root Mean Square Error of Approximation:
## 
##   RMSEA                                          0.122       0.093
##   90 Percent confidence interval - lower         0.094       0.071
##   90 Percent confidence interval - upper         0.153       0.118
##   P-value H_0: RMSEA <= 0.050                    0.000       0.001
##   P-value H_0: RMSEA >= 0.080                    0.992       0.848
##                                                                   
##   Robust RMSEA                                               0.120
##   90 Percent confidence interval - lower                     0.084
##   90 Percent confidence interval - upper                     0.160
##   P-value H_0: Robust RMSEA <= 0.050                         0.001
##   P-value H_0: Robust RMSEA >= 0.080                         0.965
## 
## Standardized Root Mean Square Residual:
## 
##   SRMR                                           0.036       0.036
## 
## Parameter Estimates:
## 
##   Standard errors                           Robust.sem
##   Information                                 Expected
##   Information saturated (h1) model          Structured
## 
## Latent Variables:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##   HEX_CNS_PRU =~                                                        
##     HEX_CNS_PRU_01    1.000                               1.134    0.788
##     HEX_CNS_PRU_02    0.759    0.045   16.893    0.000    0.861    0.617
##     HEX_CNS_PRU_03    0.653    0.046   14.173    0.000    0.740    0.519
##     HEX_CNS_PRU_04    0.784    0.046   16.926    0.000    0.889    0.611
## 
## Variances:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##    .HEX_CNS_PRU_01    0.787    0.078   10.124    0.000    0.787    0.380
##    .HEX_CNS_PRU_02    1.203    0.066   18.276    0.000    1.203    0.619
##    .HEX_CNS_PRU_03    1.488    0.080   18.607    0.000    1.488    0.731
##    .HEX_CNS_PRU_04    1.331    0.078   17.016    0.000    1.331    0.627
##     HEX_CNS_PRU       1.286    0.090   14.247    0.000    1.000    1.000

Although not great, fit is within of thresholds.

Conscientiousness

Let’s analyze main model as well.

## lavaan 0.6.15 ended normally after 63 iterations
## 
##   Estimator                                         ML
##   Optimization method                           NLMINB
##   Number of model parameters                        44
## 
##                                                   Used       Total
##   Number of observations                          1558        1559
## 
## Model Test User Model:
##                                               Standard      Scaled
##   Test Statistic                               925.487     681.935
##   Degrees of freedom                                92          92
##   P-value (Chi-square)                           0.000       0.000
##   Scaling correction factor                                  1.357
##     Satorra-Bentler correction                                    
## 
## Model Test Baseline Model:
## 
##   Test statistic                              8251.991    6431.378
##   Degrees of freedom                               120         120
##   P-value                                        0.000       0.000
##   Scaling correction factor                                  1.283
## 
## User Model versus Baseline Model:
## 
##   Comparative Fit Index (CFI)                    0.898       0.907
##   Tucker-Lewis Index (TLI)                       0.866       0.878
##                                                                   
##   Robust Comparative Fit Index (CFI)                         0.901
##   Robust Tucker-Lewis Index (TLI)                            0.871
## 
## Loglikelihood and Information Criteria:
## 
##   Loglikelihood user model (H0)             -41086.060  -41086.060
##   Loglikelihood unrestricted model (H1)     -40623.316  -40623.316
##                                                                   
##   Akaike (AIC)                               82260.119   82260.119
##   Bayesian (BIC)                             82495.570   82495.570
##   Sample-size adjusted Bayesian (SABIC)      82355.793   82355.793
## 
## Root Mean Square Error of Approximation:
## 
##   RMSEA                                          0.076       0.064
##   90 Percent confidence interval - lower         0.072       0.060
##   90 Percent confidence interval - upper         0.081       0.068
##   P-value H_0: RMSEA <= 0.050                    0.000       0.000
##   P-value H_0: RMSEA >= 0.080                    0.086       0.000
##                                                                   
##   Robust RMSEA                                               0.075
##   90 Percent confidence interval - lower                     0.070
##   90 Percent confidence interval - upper                     0.080
##   P-value H_0: Robust RMSEA <= 0.050                         0.000
##   P-value H_0: Robust RMSEA >= 0.080                         0.051
## 
## Standardized Root Mean Square Residual:
## 
##   SRMR                                           0.059       0.059
## 
## Parameter Estimates:
## 
##   Standard errors                           Robust.sem
##   Information                                 Expected
##   Information saturated (h1) model          Structured
## 
## Latent Variables:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##   HEX_CNS =~                                                            
##     HEX_CNS_ORG       1.000                               0.807    0.807
##     HEX_CNS_DIL       0.728    0.053   13.851    0.000    0.842    0.842
##     HEX_CNS_PER       0.433    0.049    8.910    0.000    0.666    0.666
##     HEX_CNS_PRU       1.033    0.074   13.947    0.000    0.905    0.905
##   HEX_CNS_ORG =~                                                        
##     HEX_CNS_ORG_01    1.000                               0.987    0.592
##     HEX_CNS_ORG_02    0.884    0.052   17.150    0.000    0.873    0.650
##     HEX_CNS_ORG_03    1.286    0.072   17.867    0.000    1.269    0.731
##     HEX_CNS_ORG_04    1.411    0.067   21.218    0.000    1.393    0.818
##   HEX_CNS_DIL =~                                                        
##     HEX_CNS_DIL_01    1.000                               0.689    0.489
##     HEX_CNS_DIL_02    1.125    0.059   18.947    0.000    0.775    0.583
##     HEX_CNS_DIL_03    1.810    0.128   14.136    0.000    1.247    0.793
##     HEX_CNS_DIL_04    1.718    0.119   14.384    0.000    1.183    0.745
##   HEX_CNS_PER =~                                                        
##     HEX_CNS_PER_01    1.000                               0.518    0.392
##     HEX_CNS_PER_02    2.006    0.223    8.996    0.000    1.039    0.850
##     HEX_CNS_PER_03    1.614    0.169    9.570    0.000    0.835    0.751
##     HEX_CNS_PER_04    0.954    0.107    8.945    0.000    0.494    0.277
##   HEX_CNS_PRU =~                                                        
##     HEX_CNS_PRU_01    1.000                               0.908    0.631
##     HEX_CNS_PRU_02    1.119    0.060   18.776    0.000    1.017    0.730
##     HEX_CNS_PRU_03    0.805    0.057   14.209    0.000    0.731    0.513
##     HEX_CNS_PRU_04    0.875    0.045   19.636    0.000    0.795    0.546
## 
## Covariances:
##                     Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##  .HEX_CNS_ORG_01 ~~                                                      
##    .HEX_CNS_ORG_04    -0.214    0.057   -3.756    0.000   -0.214   -0.162
##  .HEX_CNS_ORG_02 ~~                                                      
##    .HEX_CNS_ORG_03    -0.127    0.050   -2.526    0.012   -0.127   -0.105
##  .HEX_CNS_DIL_01 ~~                                                      
##    .HEX_CNS_DIL_02     0.557    0.050   11.039    0.000    0.557    0.421
##  .HEX_CNS_DIL_03 ~~                                                      
##    .HEX_CNS_DIL_04    -0.329    0.076   -4.359    0.000   -0.329   -0.325
##  .HEX_CNS_PER_01 ~~                                                      
##    .HEX_CNS_PER_04     0.421    0.061    6.929    0.000    0.421    0.202
##  .HEX_CNS_PER_02 ~~                                                      
##    .HEX_CNS_PER_03    -0.242    0.069   -3.521    0.000   -0.242   -0.511
##  .HEX_CNS_PRU_01 ~~                                                      
##    .HEX_CNS_PRU_04     0.349    0.058    6.027    0.000    0.349    0.256
##  .HEX_CNS_PRU_02 ~~                                                      
##    .HEX_CNS_PRU_03     0.063    0.052    1.216    0.224    0.063    0.054
## 
## Variances:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##    .HEX_CNS_ORG_01    1.803    0.088   20.596    0.000    1.803    0.649
##    .HEX_CNS_ORG_02    1.040    0.056   18.537    0.000    1.040    0.577
##    .HEX_CNS_ORG_03    1.402    0.094   14.857    0.000    1.402    0.465
##    .HEX_CNS_ORG_04    0.963    0.084   11.498    0.000    0.963    0.332
##    .HEX_CNS_DIL_01    1.508    0.068   22.338    0.000    1.508    0.761
##    .HEX_CNS_DIL_02    1.163    0.063   18.350    0.000    1.163    0.660
##    .HEX_CNS_DIL_03    0.914    0.098    9.362    0.000    0.914    0.370
##    .HEX_CNS_DIL_04    1.123    0.103   10.953    0.000    1.123    0.445
##    .HEX_CNS_PER_01    1.477    0.076   19.535    0.000    1.477    0.846
##    .HEX_CNS_PER_02    0.415    0.102    4.072    0.000    0.415    0.278
##    .HEX_CNS_PER_03    0.540    0.072    7.481    0.000    0.540    0.436
##    .HEX_CNS_PER_04    2.932    0.078   37.791    0.000    2.932    0.923
##    .HEX_CNS_PRU_01    1.246    0.069   18.101    0.000    1.246    0.602
##    .HEX_CNS_PRU_02    0.907    0.071   12.811    0.000    0.907    0.467
##    .HEX_CNS_PRU_03    1.498    0.081   18.410    0.000    1.498    0.737
##    .HEX_CNS_PRU_04    1.490    0.073   20.532    0.000    1.490    0.702
##     HEX_CNS           0.634    0.064    9.935    0.000    1.000    1.000
##    .HEX_CNS_ORG       0.340    0.046    7.423    0.000    0.349    0.349
##    .HEX_CNS_DIL       0.138    0.022    6.172    0.000    0.291    0.291
##    .HEX_CNS_PER       0.149    0.024    6.173    0.000    0.556    0.556
##    .HEX_CNS_PRU       0.149    0.034    4.433    0.000    0.181    0.181

Openness

Aesthetic Appreciation

  • I would be quite bored by a visit to an art gallery.
  • I wouldn’t spend my time reading a book of poetry.
  • If I had the opportunity, I would like to attend a classical music concert.
  • Sometimes I like to just watch the wind as it blows through the trees.
## Call: mardia(x = select(d, paste0(rep(paste0(name, "_0"), 4), 1:4)))
## 
## Mardia tests of multivariate skew and kurtosis
## Use describe(x) the to get univariate tests
## n.obs = 1559   num.vars =  4 
## b1p =  2.66   skew =  691  with probability  <=  1.7e-133
##  small sample skew =  693  with probability <=  6.8e-134
## b2p =  27.3   kurtosis =  9.52  with probability <=  0

Assumption of multivariate normality violated. Hence we’ll use the robust estimator.

## lavaan 0.6.15 ended normally after 29 iterations
## 
##   Estimator                                         ML
##   Optimization method                           NLMINB
##   Number of model parameters                         8
## 
##   Number of observations                          1559
## 
## Model Test User Model:
##                                               Standard      Scaled
##   Test Statistic                                 9.097       7.050
##   Degrees of freedom                                 2           2
##   P-value (Chi-square)                           0.011       0.029
##   Scaling correction factor                                  1.290
##     Satorra-Bentler correction                                    
## 
## Model Test Baseline Model:
## 
##   Test statistic                              1047.712     836.799
##   Degrees of freedom                                 6           6
##   P-value                                        0.000       0.000
##   Scaling correction factor                                  1.252
## 
## User Model versus Baseline Model:
## 
##   Comparative Fit Index (CFI)                    0.993       0.994
##   Tucker-Lewis Index (TLI)                       0.980       0.982
##                                                                   
##   Robust Comparative Fit Index (CFI)                         0.994
##   Robust Tucker-Lewis Index (TLI)                            0.981
## 
## Loglikelihood and Information Criteria:
## 
##   Loglikelihood user model (H0)             -11925.069  -11925.069
##   Loglikelihood unrestricted model (H1)     -11920.521  -11920.521
##                                                                   
##   Akaike (AIC)                               23866.139   23866.139
##   Bayesian (BIC)                             23908.953   23908.953
##   Sample-size adjusted Bayesian (SABIC)      23883.539   23883.539
## 
## Root Mean Square Error of Approximation:
## 
##   RMSEA                                          0.048       0.040
##   90 Percent confidence interval - lower         0.020       0.014
##   90 Percent confidence interval - upper         0.081       0.070
##   P-value H_0: RMSEA <= 0.050                    0.481       0.661
##   P-value H_0: RMSEA >= 0.080                    0.056       0.012
##                                                                   
##   Robust RMSEA                                               0.046
##   90 Percent confidence interval - lower                     0.012
##   90 Percent confidence interval - upper                     0.084
##   P-value H_0: Robust RMSEA <= 0.050                         0.502
##   P-value H_0: Robust RMSEA >= 0.080                         0.076
## 
## Standardized Root Mean Square Residual:
## 
##   SRMR                                           0.017       0.017
## 
## Parameter Estimates:
## 
##   Standard errors                           Robust.sem
##   Information                                 Expected
##   Information saturated (h1) model          Structured
## 
## Latent Variables:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##   HEX_OPN_AES =~                                                        
##     HEX_OPN_AES_01    1.000                               1.297    0.737
##     HEX_OPN_AES_02    0.975    0.059   16.414    0.000    1.264    0.621
##     HEX_OPN_AES_03    0.939    0.055   16.972    0.000    1.217    0.643
##     HEX_OPN_AES_04    0.456    0.042   10.983    0.000    0.592    0.400
## 
## Variances:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##    .HEX_OPN_AES_01    1.417    0.120   11.853    0.000    1.417    0.457
##    .HEX_OPN_AES_02    2.551    0.133   19.127    0.000    2.551    0.615
##    .HEX_OPN_AES_03    2.100    0.120   17.480    0.000    2.100    0.586
##    .HEX_OPN_AES_04    1.838    0.086   21.265    0.000    1.838    0.840
##     HEX_OPN_AES       1.682    0.135   12.424    0.000    1.000    1.000

Fit is good.

Inquisitiveness

  • I’m interested in learning about the history and politics of other countries.
  • I enjoy looking at maps of different places.
  • I would be very bored by a book about the history of science and technology.
  • I’ve never really enjoyed looking through an encyclopedia.
## Call: mardia(x = select(d, paste0(rep(paste0(name, "_0"), 4), 1:4)))
## 
## Mardia tests of multivariate skew and kurtosis
## Use describe(x) the to get univariate tests
## n.obs = 1559   num.vars =  4 
## b1p =  2.28   skew =  594  with probability  <=  6.5e-113
##  small sample skew =  595  with probability <=  3e-113
## b2p =  27.6   kurtosis =  10.4  with probability <=  0

Assumption of multivariate normality violated. Hence we’ll use the robust estimator.

## lavaan 0.6.15 ended normally after 26 iterations
## 
##   Estimator                                         ML
##   Optimization method                           NLMINB
##   Number of model parameters                         8
## 
##   Number of observations                          1559
## 
## Model Test User Model:
##                                               Standard      Scaled
##   Test Statistic                                35.331      25.347
##   Degrees of freedom                                 2           2
##   P-value (Chi-square)                           0.000       0.000
##   Scaling correction factor                                  1.394
##     Satorra-Bentler correction                                    
## 
## Model Test Baseline Model:
## 
##   Test statistic                              1366.557    1033.505
##   Degrees of freedom                                 6           6
##   P-value                                        0.000       0.000
##   Scaling correction factor                                  1.322
## 
## User Model versus Baseline Model:
## 
##   Comparative Fit Index (CFI)                    0.976       0.977
##   Tucker-Lewis Index (TLI)                       0.927       0.932
##                                                                   
##   Robust Comparative Fit Index (CFI)                         0.976
##   Robust Tucker-Lewis Index (TLI)                            0.928
## 
## Loglikelihood and Information Criteria:
## 
##   Loglikelihood user model (H0)             -11635.966  -11635.966
##   Loglikelihood unrestricted model (H1)     -11618.301  -11618.301
##                                                                   
##   Akaike (AIC)                               23287.933   23287.933
##   Bayesian (BIC)                             23330.747   23330.747
##   Sample-size adjusted Bayesian (SABIC)      23305.333   23305.333
## 
## Root Mean Square Error of Approximation:
## 
##   RMSEA                                          0.103       0.087
##   90 Percent confidence interval - lower         0.075       0.062
##   90 Percent confidence interval - upper         0.135       0.113
##   P-value H_0: RMSEA <= 0.050                    0.001       0.007
##   P-value H_0: RMSEA >= 0.080                    0.916       0.695
##                                                                   
##   Robust RMSEA                                               0.102
##   90 Percent confidence interval - lower                     0.069
##   90 Percent confidence interval - upper                     0.139
##   P-value H_0: Robust RMSEA <= 0.050                         0.006
##   P-value H_0: Robust RMSEA >= 0.080                         0.872
## 
## Standardized Root Mean Square Residual:
## 
##   SRMR                                           0.027       0.027
## 
## Parameter Estimates:
## 
##   Standard errors                           Robust.sem
##   Information                                 Expected
##   Information saturated (h1) model          Structured
## 
## Latent Variables:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##   HEX_OPN_INQ =~                                                        
##     HEX_OPN_INQ_01    1.000                               1.194    0.705
##     HEX_OPN_INQ_02    0.937    0.050   18.785    0.000    1.119    0.681
##     HEX_OPN_INQ_03    0.960    0.053   18.255    0.000    1.146    0.641
##     HEX_OPN_INQ_04    0.901    0.055   16.337    0.000    1.076    0.585
## 
## Variances:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##    .HEX_OPN_INQ_01    1.447    0.097   14.842    0.000    1.447    0.504
##    .HEX_OPN_INQ_02    1.447    0.083   17.334    0.000    1.447    0.536
##    .HEX_OPN_INQ_03    1.882    0.102   18.400    0.000    1.882    0.589
##    .HEX_OPN_INQ_04    2.229    0.114   19.521    0.000    2.229    0.658
##     HEX_OPN_INQ       1.426    0.112   12.683    0.000    1.000    1.000

Fit is just within thresholds.

Creativeness

  • I would like a job that requires following a routine rather than being creative.
  • I would enjoy creating a work of art, such as a novel, a song, or a painting.
  • People have often told me that I have a good imagination.
  • I don’t think of myself as the artistic or creative type.
## Call: mardia(x = select(d, paste0(rep(paste0(name, "_0"), 4), 1:4)))
## 
## Mardia tests of multivariate skew and kurtosis
## Use describe(x) the to get univariate tests
## n.obs = 1559   num.vars =  4 
## b1p =  2.24   skew =  583  with probability  <=  1e-110
##  small sample skew =  585  with probability <=  4.7e-111
## b2p =  27.6   kurtosis =  10.4  with probability <=  0

Assumption of multivariate normality violated. Hence we’ll use the robust estimator.

## lavaan 0.6.15 ended normally after 27 iterations
## 
##   Estimator                                         ML
##   Optimization method                           NLMINB
##   Number of model parameters                         8
## 
##   Number of observations                          1559
## 
## Model Test User Model:
##                                               Standard      Scaled
##   Test Statistic                                 6.061       4.501
##   Degrees of freedom                                 2           2
##   P-value (Chi-square)                           0.048       0.105
##   Scaling correction factor                                  1.347
##     Satorra-Bentler correction                                    
## 
## Model Test Baseline Model:
## 
##   Test statistic                              1702.802    1386.869
##   Degrees of freedom                                 6           6
##   P-value                                        0.000       0.000
##   Scaling correction factor                                  1.228
## 
## User Model versus Baseline Model:
## 
##   Comparative Fit Index (CFI)                    0.998       0.998
##   Tucker-Lewis Index (TLI)                       0.993       0.995
##                                                                   
##   Robust Comparative Fit Index (CFI)                         0.998
##   Robust Tucker-Lewis Index (TLI)                            0.994
## 
## Loglikelihood and Information Criteria:
## 
##   Loglikelihood user model (H0)             -11335.283  -11335.283
##   Loglikelihood unrestricted model (H1)     -11332.252  -11332.252
##                                                                   
##   Akaike (AIC)                               22686.565   22686.565
##   Bayesian (BIC)                             22729.380   22729.380
##   Sample-size adjusted Bayesian (SABIC)      22703.965   22703.965
## 
## Root Mean Square Error of Approximation:
## 
##   RMSEA                                          0.036       0.028
##   90 Percent confidence interval - lower         0.003       0.000
##   90 Percent confidence interval - upper         0.071       0.059
##   P-value H_0: RMSEA <= 0.050                    0.700       0.861
##   P-value H_0: RMSEA >= 0.080                    0.016       0.002
##                                                                   
##   Robust RMSEA                                               0.033
##   90 Percent confidence interval - lower                     0.000
##   90 Percent confidence interval - upper                     0.074
##   P-value H_0: Robust RMSEA <= 0.050                         0.696
##   P-value H_0: Robust RMSEA >= 0.080                         0.028
## 
## Standardized Root Mean Square Residual:
## 
##   SRMR                                           0.011       0.011
## 
## Parameter Estimates:
## 
##   Standard errors                           Robust.sem
##   Information                                 Expected
##   Information saturated (h1) model          Structured
## 
## Latent Variables:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##   HEX_OPN_CRE =~                                                        
##     HEX_OPN_CRE_01    1.000                               0.873    0.522
##     HEX_OPN_CRE_02    1.417    0.079   17.844    0.000    1.237    0.710
##     HEX_OPN_CRE_03    1.122    0.068   16.614    0.000    0.979    0.641
##     HEX_OPN_CRE_04    1.855    0.100   18.543    0.000    1.619    0.849
## 
## Variances:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##    .HEX_OPN_CRE_01    2.036    0.079   25.710    0.000    2.036    0.728
##    .HEX_OPN_CRE_02    1.503    0.087   17.285    0.000    1.503    0.496
##    .HEX_OPN_CRE_03    1.376    0.069   19.801    0.000    1.376    0.589
##    .HEX_OPN_CRE_04    1.019    0.119    8.534    0.000    1.019    0.280
##     HEX_OPN_CRE       0.762    0.076   10.065    0.000    1.000    1.000

Fit is great.

Unconventionality

  • I think that paying attention to radical ideas is a waste of time.
  • I like people who have unconventional views.
  • I think of myself as a somewhat eccentric person.
  • I find it boring to discuss philosophy.
## Call: mardia(x = select(d, paste0(rep(paste0(name, "_0"), 4), 1:4)))
## 
## Mardia tests of multivariate skew and kurtosis
## Use describe(x) the to get univariate tests
## n.obs = 1558   num.vars =  4 
## b1p =  1.16   skew =  302  with probability  <=  2.6e-52
##  small sample skew =  303  with probability <=  1.8e-52
## b2p =  26.1   kurtosis =  5.95  with probability <=  2.6e-09

Assumption of multivariate normality violated. Hence we’ll use the robust estimator.

## lavaan 0.6.15 ended normally after 37 iterations
## 
##   Estimator                                         ML
##   Optimization method                           NLMINB
##   Number of model parameters                        12
## 
##   Number of observations                          1559
##   Number of missing patterns                         2
## 
## Model Test User Model:
##                                               Standard      Scaled
##   Test Statistic                                24.571      24.234
##   Degrees of freedom                                 2           2
##   P-value (Chi-square)                           0.000       0.000
##   Scaling correction factor                                  1.014
##     Yuan-Bentler correction (Mplus variant)                       
## 
## Model Test Baseline Model:
## 
##   Test statistic                               635.938     472.366
##   Degrees of freedom                                 6           6
##   P-value                                        0.000       0.000
##   Scaling correction factor                                  1.346
## 
## User Model versus Baseline Model:
## 
##   Comparative Fit Index (CFI)                    0.964       0.952
##   Tucker-Lewis Index (TLI)                       0.893       0.857
##                                                                   
##   Robust Comparative Fit Index (CFI)                         0.964
##   Robust Tucker-Lewis Index (TLI)                            0.893
## 
## Loglikelihood and Information Criteria:
## 
##   Loglikelihood user model (H0)             -11397.939  -11397.939
##   Scaling correction factor                                  1.086
##       for the MLR correction                                      
##   Loglikelihood unrestricted model (H1)     -11385.653  -11385.653
##   Scaling correction factor                                  1.076
##       for the MLR correction                                      
##                                                                   
##   Akaike (AIC)                               22819.878   22819.878
##   Bayesian (BIC)                             22884.100   22884.100
##   Sample-size adjusted Bayesian (SABIC)      22845.979   22845.979
## 
## Root Mean Square Error of Approximation:
## 
##   RMSEA                                          0.085       0.084
##   90 Percent confidence interval - lower         0.057       0.057
##   90 Percent confidence interval - upper         0.117       0.116
##   P-value H_0: RMSEA <= 0.050                    0.021       0.022
##   P-value H_0: RMSEA >= 0.080                    0.649       0.637
##                                                                   
##   Robust RMSEA                                               0.085
##   90 Percent confidence interval - lower                     0.055
##   90 Percent confidence interval - upper                     0.118
##   P-value H_0: Robust RMSEA <= 0.050                         0.027
##   P-value H_0: Robust RMSEA >= 0.080                         0.638
## 
## Standardized Root Mean Square Residual:
## 
##   SRMR                                           0.025       0.025
## 
## Parameter Estimates:
## 
##   Standard errors                             Sandwich
##   Information bread                           Observed
##   Observed information based on                Hessian
## 
## Latent Variables:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##   HEX_OPN_UNC =~                                                        
##     HEX_OPN_UNC_01    1.000                               0.887    0.560
##     HEX_OPN_UNC_02    0.959    0.097    9.869    0.000    0.850    0.645
##     HEX_OPN_UNC_03    0.706    0.093    7.602    0.000    0.626    0.369
##     HEX_OPN_UNC_04    1.061    0.087   12.203    0.000    0.940    0.533
## 
## Intercepts:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##    .HEX_OPN_UNC_01    4.915    0.040  122.536    0.000    4.915    3.103
##    .HEX_OPN_UNC_02    4.772    0.033  142.809    0.000    4.772    3.617
##    .HEX_OPN_UNC_03    3.787    0.043   88.200    0.000    3.787    2.235
##    .HEX_OPN_UNC_04    4.859    0.045  108.715    0.000    4.859    2.753
##     HEX_OPN_UNC       0.000                               0.000    0.000
## 
## Variances:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##    .HEX_OPN_UNC_01    1.723    0.109   15.827    0.000    1.723    0.687
##    .HEX_OPN_UNC_02    1.018    0.088   11.531    0.000    1.018    0.585
##    .HEX_OPN_UNC_03    2.481    0.091   27.185    0.000    2.481    0.864
##    .HEX_OPN_UNC_04    2.230    0.134   16.673    0.000    2.230    0.716
##     HEX_OPN_UNC       0.786    0.103    7.649    0.000    1.000    1.000

Fit is subpar. Let’s inspect.

Items 1 & 4 and items 2 & 3 want to covary.

## lavaan 0.6.15 ended normally after 41 iterations
## 
##   Estimator                                         ML
##   Optimization method                           NLMINB
##   Number of model parameters                        14
##   Number of equality constraints                     1
## 
##   Number of observations                          1559
##   Number of missing patterns                         2
## 
## Model Test User Model:
##                                               Standard      Scaled
##   Test Statistic                                 2.806       2.633
##   Degrees of freedom                                 1           1
##   P-value (Chi-square)                           0.094       0.105
##   Scaling correction factor                                  1.066
##     Yuan-Bentler correction (Mplus variant)                       
## 
## Model Test Baseline Model:
## 
##   Test statistic                               635.938     472.366
##   Degrees of freedom                                 6           6
##   P-value                                        0.000       0.000
##   Scaling correction factor                                  1.346
## 
## User Model versus Baseline Model:
## 
##   Comparative Fit Index (CFI)                    0.997       0.996
##   Tucker-Lewis Index (TLI)                       0.983       0.979
##                                                                   
##   Robust Comparative Fit Index (CFI)                         0.997
##   Robust Tucker-Lewis Index (TLI)                            0.983
## 
## Loglikelihood and Information Criteria:
## 
##   Loglikelihood user model (H0)             -11387.056  -11387.056
##   Scaling correction factor                                  1.000
##       for the MLR correction                                      
##   Loglikelihood unrestricted model (H1)     -11385.653  -11385.653
##   Scaling correction factor                                  1.076
##       for the MLR correction                                      
##                                                                   
##   Akaike (AIC)                               22800.113   22800.113
##   Bayesian (BIC)                             22869.686   22869.686
##   Sample-size adjusted Bayesian (SABIC)      22828.388   22828.388
## 
## Root Mean Square Error of Approximation:
## 
##   RMSEA                                          0.034       0.032
##   90 Percent confidence interval - lower         0.000       0.000
##   90 Percent confidence interval - upper         0.084       0.081
##   P-value H_0: RMSEA <= 0.050                    0.618       0.649
##   P-value H_0: RMSEA >= 0.080                    0.069       0.055
##                                                                   
##   Robust RMSEA                                               0.033
##   90 Percent confidence interval - lower                     0.000
##   90 Percent confidence interval - upper                     0.086
##   P-value H_0: Robust RMSEA <= 0.050                         0.614
##   P-value H_0: Robust RMSEA >= 0.080                         0.076
## 
## Standardized Root Mean Square Residual:
## 
##   SRMR                                           0.008       0.008
## 
## Parameter Estimates:
## 
##   Standard errors                             Sandwich
##   Information bread                           Observed
##   Observed information based on                Hessian
## 
## Latent Variables:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##   HEX_OPN_UNC =~                                                        
##     HEX_OPN_UNC_01    1.000                               0.855    0.540
##     HEX_OPN_UNC_02    1.001    0.092   10.929    0.000    0.857    0.649
##     HEX_OPN_UNC_03    0.624    0.086    7.274    0.000    0.534    0.315
##     HEX_OPN_UNC_04    1.032    0.101   10.205    0.000    0.883    0.500
## 
## Covariances:
##                     Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##  .HEX_OPN_UNC_01 ~~                                                      
##    .HEX_OPN_UN (a)     0.192    0.047    4.096    0.000    0.192    0.094
##  .HEX_OPN_UNC_02 ~~                                                      
##    .HEX_OPN_UN (a)     0.192    0.047    4.096    0.000    0.192    0.119
## 
## Intercepts:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##    .HEX_OPN_UNC_01    4.915    0.040  122.536    0.000    4.915    3.103
##    .HEX_OPN_UNC_02    4.772    0.033  142.809    0.000    4.772    3.617
##    .HEX_OPN_UNC_03    3.787    0.043   88.200    0.000    3.787    2.235
##    .HEX_OPN_UNC_04    4.859    0.045  108.715    0.000    4.859    2.753
##     HEX_OPN_UNC       0.000                               0.000    0.000
## 
## Variances:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##    .HEX_OPN_UNC_01    1.777    0.103   17.264    0.000    1.777    0.708
##    .HEX_OPN_UNC_02    1.007    0.085   11.892    0.000    1.007    0.579
##    .HEX_OPN_UNC_03    2.588    0.089   29.091    0.000    2.588    0.901
##    .HEX_OPN_UNC_04    2.335    0.127   18.385    0.000    2.335    0.750
##     HEX_OPN_UNC       0.732    0.096    7.655    0.000    1.000    1.000

Fit is now great.

Openness

Let’s analyze main model as well.

## lavaan 0.6.15 ended normally after 56 iterations
## 
##   Estimator                                         ML
##   Optimization method                           NLMINB
##   Number of model parameters                        40
## 
##                                                   Used       Total
##   Number of observations                          1558        1559
## 
## Model Test User Model:
##                                               Standard      Scaled
##   Test Statistic                               646.126     523.681
##   Degrees of freedom                                96          96
##   P-value (Chi-square)                           0.000       0.000
##   Scaling correction factor                                  1.234
##     Satorra-Bentler correction                                    
## 
## Model Test Baseline Model:
## 
##   Test statistic                              7124.699    5836.703
##   Degrees of freedom                               120         120
##   P-value                                        0.000       0.000
##   Scaling correction factor                                  1.221
## 
## User Model versus Baseline Model:
## 
##   Comparative Fit Index (CFI)                    0.921       0.925
##   Tucker-Lewis Index (TLI)                       0.902       0.906
##                                                                   
##   Robust Comparative Fit Index (CFI)                         0.924
##   Robust Tucker-Lewis Index (TLI)                            0.905
## 
## Loglikelihood and Information Criteria:
## 
##   Loglikelihood user model (H0)             -45368.075  -45368.075
##   Loglikelihood unrestricted model (H1)     -45045.012  -45045.012
##                                                                   
##   Akaike (AIC)                               90816.150   90816.150
##   Bayesian (BIC)                             91030.196   91030.196
##   Sample-size adjusted Bayesian (SABIC)      90903.125   90903.125
## 
## Root Mean Square Error of Approximation:
## 
##   RMSEA                                          0.061       0.053
##   90 Percent confidence interval - lower         0.056       0.049
##   90 Percent confidence interval - upper         0.065       0.058
##   P-value H_0: RMSEA <= 0.050                    0.000       0.076
##   P-value H_0: RMSEA >= 0.080                    0.000       0.000
##                                                                   
##   Robust RMSEA                                               0.059
##   90 Percent confidence interval - lower                     0.054
##   90 Percent confidence interval - upper                     0.064
##   P-value H_0: Robust RMSEA <= 0.050                         0.001
##   P-value H_0: Robust RMSEA >= 0.080                         0.000
## 
## Standardized Root Mean Square Residual:
## 
##   SRMR                                           0.043       0.043
## 
## Parameter Estimates:
## 
##   Standard errors                           Robust.sem
##   Information                                 Expected
##   Information saturated (h1) model          Structured
## 
## Latent Variables:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##   HEX_OPN =~                                                            
##     HEX_OPN_AES       1.000                               0.961    0.961
##     HEX_OPN_INQ       0.702    0.042   16.576    0.000    0.681    0.681
##     HEX_OPN_CRE       0.557    0.037   15.004    0.000    0.783    0.783
##     HEX_OPN_UNC       0.513    0.040   12.707    0.000    0.823    0.823
##   HEX_OPN_AES =~                                                        
##     HEX_OPN_AES_01    1.000                               1.298    0.737
##     HEX_OPN_AES_02    0.993    0.045   21.869    0.000    1.289    0.633
##     HEX_OPN_AES_03    0.909    0.039   23.074    0.000    1.180    0.624
##     HEX_OPN_AES_04    0.467    0.038   12.414    0.000    0.607    0.410
##   HEX_OPN_INQ =~                                                        
##     HEX_OPN_INQ_01    1.000                               1.286    0.759
##     HEX_OPN_INQ_02    0.816    0.046   17.701    0.000    1.049    0.638
##     HEX_OPN_INQ_03    0.861    0.049   17.625    0.000    1.108    0.620
##     HEX_OPN_INQ_04    0.967    0.050   19.514    0.000    1.243    0.675
##   HEX_OPN_CRE =~                                                        
##     HEX_OPN_CRE_01    1.000                               0.888    0.531
##     HEX_OPN_CRE_02    1.504    0.081   18.570    0.000    1.336    0.767
##     HEX_OPN_CRE_03    1.100    0.065   16.846    0.000    0.977    0.639
##     HEX_OPN_CRE_04    1.691    0.084   20.089    0.000    1.501    0.787
##   HEX_OPN_UNC =~                                                        
##     HEX_OPN_UNC_01    1.000                               0.777    0.491
##     HEX_OPN_UNC_02    0.818    0.067   12.225    0.000    0.636    0.482
##     HEX_OPN_UNC_03    0.667    0.080    8.351    0.000    0.519    0.306
##     HEX_OPN_UNC_04    1.660    0.121   13.735    0.000    1.291    0.731
## 
## Covariances:
##                     Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##  .HEX_OPN_INQ_01 ~~                                                      
##    .HEX_OPN_INQ_04    -0.466    0.076   -6.112    0.000   -0.466   -0.311
##  .HEX_OPN_INQ_02 ~~                                                      
##    .HEX_OPN_INQ_03    -0.007    0.070   -0.100    0.921   -0.007   -0.004
##  .HEX_OPN_UNC_01 ~~                                                      
##    .HEX_OPN_UNC_04    -0.055    0.079   -0.697    0.486   -0.055   -0.033
##  .HEX_OPN_UNC_02 ~~                                                      
##    .HEX_OPN_UNC_03     0.320    0.057    5.605    0.000    0.320    0.171
## 
## Variances:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##    .HEX_OPN_AES_01    1.415    0.095   14.929    0.000    1.415    0.456
##    .HEX_OPN_AES_02    2.486    0.114   21.748    0.000    2.486    0.599
##    .HEX_OPN_AES_03    2.190    0.099   22.171    0.000    2.190    0.611
##    .HEX_OPN_AES_04    1.822    0.084   21.633    0.000    1.822    0.832
##    .HEX_OPN_INQ_01    1.220    0.100   12.245    0.000    1.220    0.424
##    .HEX_OPN_INQ_02    1.600    0.086   18.693    0.000    1.600    0.592
##    .HEX_OPN_INQ_03    1.970    0.098   20.097    0.000    1.970    0.616
##    .HEX_OPN_INQ_04    1.842    0.120   15.333    0.000    1.842    0.544
##    .HEX_OPN_CRE_01    2.009    0.079   25.522    0.000    2.009    0.718
##    .HEX_OPN_CRE_02    1.250    0.079   15.764    0.000    1.250    0.412
##    .HEX_OPN_CRE_03    1.382    0.068   20.464    0.000    1.382    0.592
##    .HEX_OPN_CRE_04    1.386    0.098   14.128    0.000    1.386    0.381
##    .HEX_OPN_UNC_01    1.905    0.096   19.859    0.000    1.905    0.759
##    .HEX_OPN_UNC_02    1.337    0.064   20.948    0.000    1.337    0.768
##    .HEX_OPN_UNC_03    2.603    0.078   33.236    0.000    2.603    0.906
##    .HEX_OPN_UNC_04    1.451    0.133   10.873    0.000    1.451    0.465
##     HEX_OPN           1.557    0.117   13.348    0.000    1.000    1.000
##    .HEX_OPN_AES       0.129    0.066    1.966    0.049    0.077    0.077
##    .HEX_OPN_INQ       0.887    0.087   10.140    0.000    0.536    0.536
##    .HEX_OPN_CRE       0.305    0.037    8.226    0.000    0.387    0.387
##    .HEX_OPN_UNC       0.195    0.042    4.617    0.000    0.322    0.322

Altruism

  • I have sympathy for people who are less fortunate than I am.
  • I try to give generously to those in need.
  • It wouldn’t bother me to harm someone I didn’t like.
  • People see me as a hard-hearted person.
## Call: mardia(x = select(d, paste0(rep(paste0(name, "_0"), 4), 1:4)))
## 
## Mardia tests of multivariate skew and kurtosis
## Use describe(x) the to get univariate tests
## n.obs = 1559   num.vars =  4 
## b1p =  5.85   skew =  1520  with probability  <=  2.5e-310
##  small sample skew =  1524  with probability <=  3.4e-311
## b2p =  34.1   kurtosis =  28.7  with probability <=  0

Assumption of multivariate normality violated. Hence we’ll use the robust estimator.

## lavaan 0.6.15 ended normally after 26 iterations
## 
##   Estimator                                         ML
##   Optimization method                           NLMINB
##   Number of model parameters                         8
## 
##   Number of observations                          1559
## 
## Model Test User Model:
##                                               Standard      Scaled
##   Test Statistic                                69.656      49.839
##   Degrees of freedom                                 2           2
##   P-value (Chi-square)                           0.000       0.000
##   Scaling correction factor                                  1.398
##     Satorra-Bentler correction                                    
## 
## Model Test Baseline Model:
## 
##   Test statistic                               968.254     637.519
##   Degrees of freedom                                 6           6
##   P-value                                        0.000       0.000
##   Scaling correction factor                                  1.519
## 
## User Model versus Baseline Model:
## 
##   Comparative Fit Index (CFI)                    0.930       0.924
##   Tucker-Lewis Index (TLI)                       0.789       0.773
##                                                                   
##   Robust Comparative Fit Index (CFI)                         0.930
##   Robust Tucker-Lewis Index (TLI)                            0.791
## 
## Loglikelihood and Information Criteria:
## 
##   Loglikelihood user model (H0)             -10570.292  -10570.292
##   Loglikelihood unrestricted model (H1)     -10535.464  -10535.464
##                                                                   
##   Akaike (AIC)                               21156.584   21156.584
##   Bayesian (BIC)                             21199.398   21199.398
##   Sample-size adjusted Bayesian (SABIC)      21173.984   21173.984
## 
## Root Mean Square Error of Approximation:
## 
##   RMSEA                                          0.147       0.124
##   90 Percent confidence interval - lower         0.119       0.100
##   90 Percent confidence interval - upper         0.178       0.150
##   P-value H_0: RMSEA <= 0.050                    0.000       0.000
##   P-value H_0: RMSEA >= 0.080                    1.000       0.998
##                                                                   
##   Robust RMSEA                                               0.146
##   90 Percent confidence interval - lower                     0.113
##   90 Percent confidence interval - upper                     0.183
##   P-value H_0: Robust RMSEA <= 0.050                         0.000
##   P-value H_0: Robust RMSEA >= 0.080                         0.999
## 
## Standardized Root Mean Square Residual:
## 
##   SRMR                                           0.052       0.052
## 
## Parameter Estimates:
## 
##   Standard errors                           Robust.sem
##   Information                                 Expected
##   Information saturated (h1) model          Structured
## 
## Latent Variables:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##   HEX_ALT =~                                                            
##     HEX_ALT_01        1.000                               0.991    0.840
##     HEX_ALT_02        0.831    0.066   12.636    0.000    0.823    0.576
##     HEX_ALT_03        0.618    0.058   10.716    0.000    0.612    0.394
##     HEX_ALT_04        0.738    0.060   12.228    0.000    0.731    0.476
## 
## Variances:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##    .HEX_ALT_01        0.410    0.067    6.113    0.000    0.410    0.295
##    .HEX_ALT_02        1.366    0.081   16.818    0.000    1.366    0.669
##    .HEX_ALT_03        2.043    0.111   18.394    0.000    2.043    0.845
##    .HEX_ALT_04        1.823    0.097   18.774    0.000    1.823    0.773
##     HEX_ALT           0.981    0.095   10.304    0.000    1.000    1.000

Fit is subpar. Let’s inspect.

Items 1 & 2 and items 3 & 4 want to covary.

## lavaan 0.6.15 ended normally after 35 iterations
## 
##   Estimator                                         ML
##   Optimization method                           NLMINB
##   Number of model parameters                        10
##   Number of equality constraints                     1
## 
##   Number of observations                          1559
## 
## Model Test User Model:
##                                               Standard      Scaled
##   Test Statistic                                 0.079       0.062
##   Degrees of freedom                                 1           1
##   P-value (Chi-square)                           0.778       0.804
##   Scaling correction factor                                  1.282
##     Satorra-Bentler correction                                    
## 
## Model Test Baseline Model:
## 
##   Test statistic                               968.254     637.519
##   Degrees of freedom                                 6           6
##   P-value                                        0.000       0.000
##   Scaling correction factor                                  1.519
## 
## User Model versus Baseline Model:
## 
##   Comparative Fit Index (CFI)                    1.000       1.000
##   Tucker-Lewis Index (TLI)                       1.006       1.009
##                                                                   
##   Robust Comparative Fit Index (CFI)                         1.000
##   Robust Tucker-Lewis Index (TLI)                            1.008
## 
## Loglikelihood and Information Criteria:
## 
##   Loglikelihood user model (H0)             -10535.503  -10535.503
##   Loglikelihood unrestricted model (H1)     -10535.464  -10535.464
##                                                                   
##   Akaike (AIC)                               21089.007   21089.007
##   Bayesian (BIC)                             21137.173   21137.173
##   Sample-size adjusted Bayesian (SABIC)      21108.582   21108.582
## 
## Root Mean Square Error of Approximation:
## 
##   RMSEA                                          0.000       0.000
##   90 Percent confidence interval - lower         0.000       0.000
##   90 Percent confidence interval - upper         0.044       0.032
##   P-value H_0: RMSEA <= 0.050                    0.967       0.988
##   P-value H_0: RMSEA >= 0.080                    0.002       0.000
##                                                                   
##   Robust RMSEA                                               0.000
##   90 Percent confidence interval - lower                     0.000
##   90 Percent confidence interval - upper                     0.048
##   P-value H_0: Robust RMSEA <= 0.050                         0.956
##   P-value H_0: Robust RMSEA >= 0.080                         0.004
## 
## Standardized Root Mean Square Residual:
## 
##   SRMR                                           0.002       0.002
## 
## Parameter Estimates:
## 
##   Standard errors                           Robust.sem
##   Information                                 Expected
##   Information saturated (h1) model          Structured
## 
## Latent Variables:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##   HEX_ALT =~                                                            
##     HEX_ALT_01        1.000                               0.886    0.751
##     HEX_ALT_02        0.705    0.070   10.082    0.000    0.625    0.437
##     HEX_ALT_03        0.727    0.074    9.776    0.000    0.644    0.414
##     HEX_ALT_04        0.901    0.083   10.817    0.000    0.798    0.520
## 
## Covariances:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##  .HEX_ALT_01 ~~                                                         
##    .HEX_ALT_02 (a)    0.291    0.045    6.449    0.000    0.291    0.291
##  .HEX_ALT_03 ~~                                                         
##    .HEX_ALT_04 (a)    0.291    0.045    6.449    0.000    0.291    0.157
## 
## Variances:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##    .HEX_ALT_01        0.606    0.066    9.133    0.000    0.606    0.436
##    .HEX_ALT_02        1.653    0.082   20.077    0.000    1.653    0.809
##    .HEX_ALT_03        2.002    0.113   17.663    0.000    2.002    0.828
##    .HEX_ALT_04        1.722    0.101   17.072    0.000    1.722    0.730
##     HEX_ALT           0.785    0.092    8.507    0.000    1.000    1.000

Fit is now good.

Hexaco Model

## lavaan 0.6.15 ended normally after 92 iterations
## 
##   Estimator                                         ML
##   Optimization method                           NLMINB
##   Number of model parameters                       251
## 
##                                                   Used       Total
##   Number of observations                          1556        1559
## 
## Model Test User Model:
##                                                Standard      Scaled
##   Test Statistic                              21246.446   17456.701
##   Degrees of freedom                               4405        4405
##   P-value (Chi-square)                            0.000       0.000
##   Scaling correction factor                                   1.217
##     Satorra-Bentler correction                                     
## 
## Model Test Baseline Model:
## 
##   Test statistic                             69652.636   59819.403
##   Degrees of freedom                              4560        4560
##   P-value                                        0.000       0.000
##   Scaling correction factor                                  1.164
## 
## User Model versus Baseline Model:
## 
##   Comparative Fit Index (CFI)                    0.741       0.764
##   Tucker-Lewis Index (TLI)                       0.732       0.755
##                                                                   
##   Robust Comparative Fit Index (CFI)                         0.753
##   Robust Tucker-Lewis Index (TLI)                            0.744
## 
## Loglikelihood and Information Criteria:
## 
##   Loglikelihood user model (H0)            -259998.132 -259998.132
##   Loglikelihood unrestricted model (H1)    -249374.909 -249374.909
##                                                                   
##   Akaike (AIC)                              520498.264  520498.264
##   Bayesian (BIC)                            521841.083  521841.083
##   Sample-size adjusted Bayesian (SABIC)     521043.714  521043.714
## 
## Root Mean Square Error of Approximation:
## 
##   RMSEA                                          0.050       0.044
##   90 Percent confidence interval - lower         0.049       0.043
##   90 Percent confidence interval - upper         0.050       0.044
##   P-value H_0: RMSEA <= 0.050                    0.855       1.000
##   P-value H_0: RMSEA >= 0.080                    0.000       0.000
##                                                                   
##   Robust RMSEA                                               0.048
##   90 Percent confidence interval - lower                     0.047
##   90 Percent confidence interval - upper                     0.049
##   P-value H_0: Robust RMSEA <= 0.050                         1.000
##   P-value H_0: Robust RMSEA >= 0.080                         0.000
## 
## Standardized Root Mean Square Residual:
## 
##   SRMR                                           0.088       0.088
## 
## Parameter Estimates:
## 
##   Standard errors                           Robust.sem
##   Information                                 Expected
##   Information saturated (h1) model          Structured
## 
## Latent Variables:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##   HEX_HOH =~                                                            
##     HEX_HOH_SIN       1.000                               0.749    0.749
##     HEX_HOH_FAI       1.132    0.078   14.442    0.000    0.591    0.591
##     HEX_HOH_GRE       0.477    0.049    9.682    0.000    0.580    0.580
##     HEX_HOH_MOD       0.570    0.049   11.561    0.000    0.582    0.582
##   HEX_EMO =~                                                            
##     HEX_EMO_FEA       1.000                               0.602    0.602
##     HEX_EMO_ANX       2.265    0.162   13.973    0.000    1.105    1.105
##     HEX_EMO_DEP       0.475    0.061    7.816    0.000    0.319    0.319
##     HEX_EMO_SEN       0.660    0.064   10.328    0.000    0.323    0.323
##   HEX_EXT =~                                                            
##     HEX_EXT_SSE       1.000                               0.953    0.953
##     HEX_EXT_BOL       0.734    0.043   17.126    0.000    0.732    0.732
##     HEX_EXT_SOC       0.651    0.040   16.363    0.000    0.650    0.650
##     HEX_EXT_LIV       1.023    0.042   24.458    0.000    0.924    0.924
##   HEX_AGR =~                                                            
##     HEX_AGR_FOR       1.000                               0.730    0.730
##     HEX_AGR_GEN       0.735    0.041   17.881    0.000    0.834    0.834
##     HEX_AGR_FLX       0.648    0.047   13.808    0.000    0.826    0.826
##     HEX_AGR_PAT       0.767    0.042   18.411    0.000    0.766    0.766
##   HEX_CNS =~                                                            
##     HEX_CNS_ORG       1.000                               0.800    0.800
##     HEX_CNS_DIL       0.869    0.058   15.031    0.000    0.919    0.919
##     HEX_CNS_PER       0.554    0.050   11.147    0.000    0.724    0.724
##     HEX_CNS_PRU       1.085    0.074   14.705    0.000    0.822    0.822
##   HEX_OPN =~                                                            
##     HEX_OPN_AES       1.000                               0.961    0.961
##     HEX_OPN_INQ       0.677    0.041   16.513    0.000    0.709    0.709
##     HEX_OPN_CRE       0.557    0.037   15.250    0.000    0.781    0.781
##     HEX_OPN_UNC       0.514    0.040   12.882    0.000    0.807    0.807
##   HEX_HOH_SIN =~                                                        
##     HEX_HOH_SIN_01    1.000                               1.254    0.737
##     HEX_HOH_SIN_02    0.939    0.057   16.590    0.000    1.177    0.652
##     HEX_HOH_SIN_03    0.989    0.034   28.782    0.000    1.239    0.767
##     HEX_HOH_SIN_04    0.826    0.055   14.899    0.000    1.036    0.576
##   HEX_HOH_FAI =~                                                        
##     HEX_HOH_FAI_01    1.000                               1.796    0.856
##     HEX_HOH_FAI_02    0.691    0.025   28.062    0.000    1.240    0.733
##     HEX_HOH_FAI_03    0.685    0.023   29.244    0.000    1.231    0.706
##     HEX_HOH_FAI_04    0.900    0.024   37.866    0.000    1.616    0.849
##   HEX_HOH_GRE =~                                                        
##     HEX_HOH_GRE_01    1.000                               0.771    0.434
##     HEX_HOH_GRE_02    1.783    0.119   15.025    0.000    1.375    0.739
##     HEX_HOH_GRE_03    1.761    0.157   11.225    0.000    1.358    0.757
##     HEX_HOH_GRE_04    1.867    0.164   11.363    0.000    1.439    0.787
##   HEX_HOH_MOD =~                                                        
##     HEX_HOH_MOD_01    1.000                               0.919    0.652
##     HEX_HOH_MOD_02    0.870    0.057   15.363    0.000    0.800    0.519
##     HEX_HOH_MOD_03    1.178    0.062   18.867    0.000    1.083    0.731
##     HEX_HOH_MOD_04    1.252    0.070   17.839    0.000    1.151    0.722
##   HEX_EMO_FEA =~                                                        
##     HEX_EMO_FEA_01    1.000                               1.114    0.653
##     HEX_EMO_FEA_02    0.756    0.047   16.188    0.000    0.842    0.500
##     HEX_EMO_FEA_03    1.006    0.051   19.659    0.000    1.121    0.646
##     HEX_EMO_FEA_04    0.943    0.052   18.151    0.000    1.051    0.607
##   HEX_EMO_ANX =~                                                        
##     HEX_EMO_ANX_01    1.000                               1.375    0.798
##     HEX_EMO_ANX_02    1.007    0.031   32.624    0.000    1.384    0.774
##     HEX_EMO_ANX_03    0.835    0.034   24.369    0.000    1.148    0.604
##     HEX_EMO_ANX_04    0.735    0.030   24.257    0.000    1.010    0.660
##   HEX_EMO_DEP =~                                                        
##     HEX_EMO_DEP_01    1.000                               0.996    0.615
##     HEX_EMO_DEP_02    1.175    0.108   10.916    0.000    1.171    0.757
##     HEX_EMO_DEP_03    1.366    0.128   10.655    0.000    1.361    0.867
##     HEX_EMO_DEP_04    0.818    0.043   19.018    0.000    0.815    0.482
##   HEX_EMO_SEN =~                                                        
##     HEX_EMO_SEN_01    1.000                               1.369    0.798
##     HEX_EMO_SEN_02    0.692    0.061   11.260    0.000    0.948    0.676
##     HEX_EMO_SEN_03    0.675    0.036   19.008    0.000    0.924    0.654
##     HEX_EMO_SEN_04    0.655    0.061   10.702    0.000    0.896    0.540
##   HEX_EXT_SSE =~                                                        
##     HEX_EXT_SSE_01    1.000                               1.191    0.740
##     HEX_EXT_SSE_02    0.520    0.031   16.934    0.000    0.619    0.535
##     HEX_EXT_SSE_03    0.987    0.040   24.751    0.000    1.176    0.678
##     HEX_EXT_SSE_04    1.174    0.034   34.467    0.000    1.399    0.719
##   HEX_EXT_BOL =~                                                        
##     HEX_EXT_BOL_01    1.000                               1.139    0.651
##     HEX_EXT_BOL_02    1.003    0.054   18.464    0.000    1.143    0.674
##     HEX_EXT_BOL_03    1.080    0.055   19.776    0.000    1.230    0.714
##     HEX_EXT_BOL_04    0.901    0.050   18.002    0.000    1.027    0.563
##   HEX_EXT_SOC =~                                                        
##     HEX_EXT_SOC_01    1.000                               1.137    0.627
##     HEX_EXT_SOC_02    1.125    0.049   23.113    0.000    1.280    0.769
##     HEX_EXT_SOC_03    1.184    0.050   23.466    0.000    1.347    0.763
##     HEX_EXT_SOC_04    1.089    0.047   23.266    0.000    1.239    0.743
##   HEX_EXT_LIV =~                                                        
##     HEX_EXT_LIV_01    1.000                               1.257    0.721
##     HEX_EXT_LIV_02    1.065    0.033   31.963    0.000    1.339    0.834
##     HEX_EXT_LIV_03    0.764    0.036   21.000    0.000    0.961    0.592
##     HEX_EXT_LIV_04    0.975    0.035   28.213    0.000    1.225    0.725
##   HEX_AGR_FOR =~                                                        
##     HEX_AGR_FOR_01    1.000                               1.496    0.864
##     HEX_AGR_FOR_02    0.930    0.023   40.218    0.000    1.391    0.831
##     HEX_AGR_FOR_03    0.303    0.022   13.986    0.000    0.453    0.388
##     HEX_AGR_FOR_04    0.864    0.025   34.674    0.000    1.292    0.763
##   HEX_AGR_GEN =~                                                        
##     HEX_AGR_GEN_01    1.000                               0.964    0.572
##     HEX_AGR_GEN_02    1.028    0.050   20.451    0.000    0.990    0.721
##     HEX_AGR_GEN_03    1.091    0.056   19.395    0.000    1.051    0.706
##     HEX_AGR_GEN_04    0.966    0.051   18.775    0.000    0.930    0.638
##   HEX_AGR_FLX =~                                                        
##     HEX_AGR_FLX_01    1.000                               0.857    0.479
##     HEX_AGR_FLX_02    0.872    0.070   12.376    0.000    0.748    0.538
##     HEX_AGR_FLX_03    1.175    0.080   14.627    0.000    1.007    0.649
##     HEX_AGR_FLX_04    1.132    0.078   14.508    0.000    0.970    0.636
##   HEX_AGR_PAT =~                                                        
##     HEX_AGR_PAT_01    1.000                               1.095    0.720
##     HEX_AGR_PAT_02    1.012    0.048   20.873    0.000    1.108    0.678
##     HEX_AGR_PAT_03    0.989    0.044   22.603    0.000    1.083    0.723
##     HEX_AGR_PAT_04    1.026    0.050   20.494    0.000    1.124    0.661
##   HEX_CNS_ORG =~                                                        
##     HEX_CNS_ORG_01    1.000                               0.936    0.562
##     HEX_CNS_ORG_02    0.917    0.051   18.043    0.000    0.858    0.639
##     HEX_CNS_ORG_03    1.320    0.069   19.132    0.000    1.235    0.712
##     HEX_CNS_ORG_04    1.469    0.072   20.476    0.000    1.374    0.808
##   HEX_CNS_DIL =~                                                        
##     HEX_CNS_DIL_01    1.000                               0.708    0.503
##     HEX_CNS_DIL_02    1.110    0.056   19.766    0.000    0.786    0.591
##     HEX_CNS_DIL_03    1.715    0.109   15.702    0.000    1.214    0.773
##     HEX_CNS_DIL_04    1.657    0.103   16.043    0.000    1.173    0.738
##   HEX_CNS_PER =~                                                        
##     HEX_CNS_PER_01    1.000                               0.573    0.434
##     HEX_CNS_PER_02    1.551    0.133   11.647    0.000    0.889    0.727
##     HEX_CNS_PER_03    1.286    0.102   12.644    0.000    0.737    0.663
##     HEX_CNS_PER_04    1.066    0.111    9.624    0.000    0.611    0.343
##   HEX_CNS_PRU =~                                                        
##     HEX_CNS_PRU_01    1.000                               0.988    0.686
##     HEX_CNS_PRU_02    1.010    0.048   20.934    0.000    0.998    0.718
##     HEX_CNS_PRU_03    0.768    0.048   16.127    0.000    0.759    0.532
##     HEX_CNS_PRU_04    0.863    0.043   20.144    0.000    0.853    0.586
##   HEX_OPN_AES =~                                                        
##     HEX_OPN_AES_01    1.000                               1.300    0.738
##     HEX_OPN_AES_02    0.991    0.045   21.955    0.000    1.289    0.632
##     HEX_OPN_AES_03    0.906    0.039   22.948    0.000    1.178    0.622
##     HEX_OPN_AES_04    0.468    0.037   12.491    0.000    0.608    0.411
##   HEX_OPN_INQ =~                                                        
##     HEX_OPN_INQ_01    1.000                               1.194    0.704
##     HEX_OPN_INQ_02    0.903    0.044   20.652    0.000    1.078    0.656
##     HEX_OPN_INQ_03    0.965    0.048   20.118    0.000    1.152    0.644
##     HEX_OPN_INQ_04    0.941    0.051   18.321    0.000    1.124    0.610
##   HEX_OPN_CRE =~                                                        
##     HEX_OPN_CRE_01    1.000                               0.891    0.533
##     HEX_OPN_CRE_02    1.494    0.080   18.641    0.000    1.331    0.764
##     HEX_OPN_CRE_03    1.098    0.065   16.930    0.000    0.979    0.640
##     HEX_OPN_CRE_04    1.692    0.084   20.197    0.000    1.508    0.791
##   HEX_OPN_UNC =~                                                        
##     HEX_OPN_UNC_01    1.000                               0.795    0.502
##     HEX_OPN_UNC_02    0.798    0.066   12.145    0.000    0.635    0.481
##     HEX_OPN_UNC_03    0.618    0.077    7.980    0.000    0.491    0.290
##     HEX_OPN_UNC_04    1.647    0.119   13.882    0.000    1.310    0.742
## 
## Covariances:
##                     Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##  .HEX_HOH_SIN_01 ~~                                                      
##    .HEX_HOH_SIN_03     0.269    0.080    3.379    0.001    0.269    0.226
##  .HEX_HOH_SIN_02 ~~                                                      
##    .HEX_HOH_SIN_04     0.289    0.097    2.996    0.003    0.289    0.144
##  .HEX_HOH_GRE_01 ~~                                                      
##    .HEX_HOH_GRE_02     0.384    0.087    4.422    0.000    0.384    0.192
##  .HEX_HOH_GRE_03 ~~                                                      
##    .HEX_HOH_GRE_04     0.230    0.121    1.897    0.058    0.230    0.174
##  .HEX_EMO_DEP_01 ~~                                                      
##    .HEX_EMO_DEP_04     0.083    0.092    0.908    0.364    0.083    0.044
##  .HEX_EMO_DEP_02 ~~                                                      
##    .HEX_EMO_DEP_03    -0.829    0.142   -5.855    0.000   -0.829   -1.049
##  .HEX_EMO_SEN_01 ~~                                                      
##    .HEX_EMO_SEN_03    -0.346    0.109   -3.158    0.002   -0.346   -0.313
##  .HEX_EMO_SEN_02 ~~                                                      
##    .HEX_EMO_SEN_04    -0.096    0.079   -1.213    0.225   -0.096   -0.067
##  .HEX_EXT_SSE_01 ~~                                                      
##    .HEX_EXT_SSE_04     0.412    0.070    5.917    0.000    0.412    0.281
##  .HEX_EXT_SSE_02 ~~                                                      
##    .HEX_EXT_SSE_03     0.216    0.047    4.596    0.000    0.216    0.173
##  .HEX_EXT_BOL_01 ~~                                                      
##    .HEX_EXT_BOL_04     0.107    0.076    1.397    0.162    0.107    0.053
##  .HEX_EXT_BOL_02 ~~                                                      
##    .HEX_EXT_BOL_03     0.487    0.076    6.408    0.000    0.487    0.323
##  .HEX_EXT_LIV_01 ~~                                                      
##    .HEX_EXT_LIV_03    -0.435    0.053   -8.236    0.000   -0.435   -0.275
##  .HEX_EXT_LIV_02 ~~                                                      
##    .HEX_EXT_LIV_04    -0.216    0.043   -5.071    0.000   -0.216   -0.209
##  .HEX_AGR_PAT_01 ~~                                                      
##    .HEX_AGR_PAT_02    -0.489    0.052   -9.469    0.000   -0.489   -0.385
##  .HEX_AGR_PAT_03 ~~                                                      
##    .HEX_AGR_PAT_04    -0.107    0.049   -2.173    0.030   -0.107   -0.081
##  .HEX_CNS_DIL_01 ~~                                                      
##    .HEX_CNS_DIL_02     0.535    0.048   11.104    0.000    0.535    0.410
##  .HEX_CNS_DIL_03 ~~                                                      
##    .HEX_CNS_DIL_04    -0.280    0.067   -4.189    0.000   -0.280   -0.262
##  .HEX_OPN_UNC_01 ~~                                                      
##    .HEX_OPN_UNC_04    -0.093    0.082   -1.136    0.256   -0.093   -0.058
##  .HEX_OPN_UNC_02 ~~                                                      
##    .HEX_OPN_UNC_03     0.338    0.057    5.913    0.000    0.338    0.180
##   HEX_HOH ~~                                                             
##     HEX_EMO           -0.055    0.021   -2.618    0.009   -0.088   -0.088
##     HEX_EXT            0.077    0.038    2.011    0.044    0.072    0.072
##     HEX_AGR            0.448    0.046    9.642    0.000    0.436    0.436
##     HEX_CNS            0.303    0.031    9.660    0.000    0.431    0.431
##     HEX_OPN            0.155    0.045    3.463    0.001    0.132    0.132
##   HEX_EMO ~~                                                             
##     HEX_EXT           -0.425    0.040  -10.728    0.000   -0.558   -0.558
##     HEX_AGR           -0.309    0.034   -9.016    0.000   -0.421   -0.421
##     HEX_CNS           -0.104    0.017   -6.039    0.000   -0.207   -0.207
##     HEX_OPN           -0.067    0.026   -2.548    0.011   -0.079   -0.079
##   HEX_EXT ~~                                                             
##     HEX_AGR            0.621    0.049   12.666    0.000    0.500    0.500
##     HEX_CNS            0.479    0.042   11.513    0.000    0.563    0.563
##     HEX_OPN            0.290    0.048    6.064    0.000    0.204    0.204
##   HEX_AGR ~~                                                             
##     HEX_CNS            0.255    0.031    8.206    0.000    0.312    0.312
##     HEX_OPN            0.380    0.050    7.555    0.000    0.278    0.278
##   HEX_CNS ~~                                                             
##     HEX_OPN            0.223    0.033    6.712    0.000    0.239    0.239
## 
## Variances:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##    .HEX_HOH_SIN_01    1.321    0.102   12.957    0.000    1.321    0.457
##    .HEX_HOH_SIN_02    1.876    0.121   15.461    0.000    1.876    0.575
##    .HEX_HOH_SIN_03    1.078    0.088   12.245    0.000    1.078    0.412
##    .HEX_HOH_SIN_04    2.158    0.142   15.171    0.000    2.158    0.668
##    .HEX_HOH_FAI_01    1.173    0.098   11.951    0.000    1.173    0.267
##    .HEX_HOH_FAI_02    1.328    0.077   17.174    0.000    1.328    0.463
##    .HEX_HOH_FAI_03    1.523    0.094   16.254    0.000    1.523    0.501
##    .HEX_HOH_FAI_04    1.011    0.078   12.932    0.000    1.011    0.279
##    .HEX_HOH_GRE_01    2.560    0.094   27.092    0.000    2.560    0.812
##    .HEX_HOH_GRE_02    1.569    0.133   11.817    0.000    1.569    0.454
##    .HEX_HOH_GRE_03    1.376    0.128   10.760    0.000    1.376    0.427
##    .HEX_HOH_GRE_04    1.272    0.144    8.809    0.000    1.272    0.380
##    .HEX_HOH_MOD_01    1.143    0.072   15.812    0.000    1.143    0.575
##    .HEX_HOH_MOD_02    1.733    0.114   15.204    0.000    1.733    0.730
##    .HEX_HOH_MOD_03    1.023    0.074   13.772    0.000    1.023    0.466
##    .HEX_HOH_MOD_04    1.213    0.084   14.397    0.000    1.213    0.478
##    .HEX_EMO_FEA_01    1.674    0.086   19.568    0.000    1.674    0.574
##    .HEX_EMO_FEA_02    2.122    0.086   24.547    0.000    2.122    0.750
##    .HEX_EMO_FEA_03    1.757    0.095   18.455    0.000    1.757    0.583
##    .HEX_EMO_FEA_04    1.896    0.086   22.140    0.000    1.896    0.632
##    .HEX_EMO_ANX_01    1.078    0.069   15.611    0.000    1.078    0.363
##    .HEX_EMO_ANX_02    1.282    0.082   15.608    0.000    1.282    0.401
##    .HEX_EMO_ANX_03    2.299    0.093   24.721    0.000    2.299    0.636
##    .HEX_EMO_ANX_04    1.320    0.072   18.240    0.000    1.320    0.564
##    .HEX_EMO_DEP_01    1.633    0.103   15.803    0.000    1.633    0.622
##    .HEX_EMO_DEP_02    1.021    0.137    7.474    0.000    1.021    0.427
##    .HEX_EMO_DEP_03    0.613    0.179    3.424    0.001    0.613    0.248
##    .HEX_EMO_DEP_04    2.191    0.096   22.890    0.000    2.191    0.767
##    .HEX_EMO_SEN_01    1.068    0.167    6.400    0.000    1.068    0.363
##    .HEX_EMO_SEN_02    1.069    0.094   11.311    0.000    1.069    0.543
##    .HEX_EMO_SEN_03    1.143    0.101   11.294    0.000    1.143    0.573
##    .HEX_EMO_SEN_04    1.954    0.103   18.979    0.000    1.954    0.709
##    .HEX_EXT_SSE_01    1.172    0.074   15.754    0.000    1.172    0.452
##    .HEX_EXT_SSE_02    0.955    0.059   16.211    0.000    0.955    0.714
##    .HEX_EXT_SSE_03    1.626    0.082   19.740    0.000    1.626    0.540
##    .HEX_EXT_SSE_04    1.832    0.099   18.456    0.000    1.832    0.483
##    .HEX_EXT_BOL_01    1.764    0.093   18.927    0.000    1.764    0.576
##    .HEX_EXT_BOL_02    1.566    0.093   16.750    0.000    1.566    0.545
##    .HEX_EXT_BOL_03    1.455    0.092   15.866    0.000    1.455    0.490
##    .HEX_EXT_BOL_04    2.265    0.108   20.895    0.000    2.265    0.682
##    .HEX_EXT_SOC_01    1.999    0.088   22.595    0.000    1.999    0.607
##    .HEX_EXT_SOC_02    1.133    0.069   16.404    0.000    1.133    0.409
##    .HEX_EXT_SOC_03    1.304    0.074   17.576    0.000    1.304    0.418
##    .HEX_EXT_SOC_04    1.246    0.067   18.709    0.000    1.246    0.448
##    .HEX_EXT_LIV_01    1.460    0.064   22.780    0.000    1.460    0.480
##    .HEX_EXT_LIV_02    0.785    0.060   12.974    0.000    0.785    0.305
##    .HEX_EXT_LIV_03    1.712    0.083   20.729    0.000    1.712    0.650
##    .HEX_EXT_LIV_04    1.358    0.071   19.198    0.000    1.358    0.475
##    .HEX_AGR_FOR_01    0.760    0.060   12.656    0.000    0.760    0.253
##    .HEX_AGR_FOR_02    0.864    0.065   13.234    0.000    0.864    0.309
##    .HEX_AGR_FOR_03    1.159    0.059   19.766    0.000    1.159    0.849
##    .HEX_AGR_FOR_04    1.196    0.072   16.637    0.000    1.196    0.417
##    .HEX_AGR_GEN_01    1.905    0.084   22.573    0.000    1.905    0.672
##    .HEX_AGR_GEN_02    0.907    0.053   17.019    0.000    0.907    0.480
##    .HEX_AGR_GEN_03    1.112    0.072   15.419    0.000    1.112    0.502
##    .HEX_AGR_GEN_04    1.262    0.061   20.816    0.000    1.262    0.593
##    .HEX_AGR_FLX_01    2.465    0.093   26.440    0.000    2.465    0.770
##    .HEX_AGR_FLX_02    1.371    0.065   21.236    0.000    1.371    0.710
##    .HEX_AGR_FLX_03    1.392    0.067   20.693    0.000    1.392    0.579
##    .HEX_AGR_FLX_04    1.389    0.069   20.224    0.000    1.389    0.596
##    .HEX_AGR_PAT_01    1.114    0.074   15.024    0.000    1.114    0.482
##    .HEX_AGR_PAT_02    1.446    0.075   19.281    0.000    1.446    0.541
##    .HEX_AGR_PAT_03    1.073    0.067   16.102    0.000    1.073    0.478
##    .HEX_AGR_PAT_04    1.624    0.080   20.326    0.000    1.624    0.562
##    .HEX_CNS_ORG_01    1.896    0.083   22.865    0.000    1.896    0.684
##    .HEX_CNS_ORG_02    1.065    0.055   19.358    0.000    1.065    0.591
##    .HEX_CNS_ORG_03    1.482    0.090   16.386    0.000    1.482    0.493
##    .HEX_CNS_ORG_04    1.005    0.081   12.363    0.000    1.005    0.347
##    .HEX_CNS_DIL_01    1.483    0.066   22.565    0.000    1.483    0.747
##    .HEX_CNS_DIL_02    1.148    0.062   18.509    0.000    1.148    0.650
##    .HEX_CNS_DIL_03    0.993    0.085   11.685    0.000    0.993    0.402
##    .HEX_CNS_DIL_04    1.148    0.093   12.302    0.000    1.148    0.455
##    .HEX_CNS_PER_01    1.417    0.075   18.885    0.000    1.417    0.812
##    .HEX_CNS_PER_02    0.705    0.061   11.513    0.000    0.705    0.472
##    .HEX_CNS_PER_03    0.692    0.047   14.674    0.000    0.692    0.560
##    .HEX_CNS_PER_04    2.801    0.082   33.986    0.000    2.801    0.882
##    .HEX_CNS_PRU_01    1.096    0.064   17.103    0.000    1.096    0.529
##    .HEX_CNS_PRU_02    0.938    0.062   15.203    0.000    0.938    0.485
##    .HEX_CNS_PRU_03    1.458    0.078   18.639    0.000    1.458    0.717
##    .HEX_CNS_PRU_04    1.392    0.069   20.147    0.000    1.392    0.657
##    .HEX_OPN_AES_01    1.411    0.095   14.913    0.000    1.411    0.455
##    .HEX_OPN_AES_02    2.491    0.114   21.850    0.000    2.491    0.600
##    .HEX_OPN_AES_03    2.199    0.099   22.125    0.000    2.199    0.613
##    .HEX_OPN_AES_04    1.814    0.084   21.557    0.000    1.814    0.831
##    .HEX_OPN_INQ_01    1.449    0.088   16.564    0.000    1.449    0.504
##    .HEX_OPN_INQ_02    1.540    0.079   19.473    0.000    1.540    0.570
##    .HEX_OPN_INQ_03    1.872    0.097   19.359    0.000    1.872    0.585
##    .HEX_OPN_INQ_04    2.128    0.108   19.630    0.000    2.128    0.628
##    .HEX_OPN_CRE_01    2.006    0.079   25.496    0.000    2.006    0.716
##    .HEX_OPN_CRE_02    1.263    0.079   15.926    0.000    1.263    0.416
##    .HEX_OPN_CRE_03    1.378    0.067   20.452    0.000    1.378    0.590
##    .HEX_OPN_CRE_04    1.361    0.097   14.060    0.000    1.361    0.374
##    .HEX_OPN_UNC_01    1.879    0.098   19.140    0.000    1.879    0.748
##    .HEX_OPN_UNC_02    1.341    0.064   20.954    0.000    1.341    0.769
##    .HEX_OPN_UNC_03    2.627    0.078   33.758    0.000    2.627    0.916
##    .HEX_OPN_UNC_04    1.402    0.139   10.124    0.000    1.402    0.450
##     HEX_HOH           0.881    0.088   10.003    0.000    1.000    1.000
##     HEX_EMO           0.450    0.054    8.377    0.000    1.000    1.000
##     HEX_EXT           1.290    0.088   14.723    0.000    1.000    1.000
##     HEX_AGR           1.194    0.084   14.220    0.000    1.000    1.000
##     HEX_CNS           0.560    0.057    9.821    0.000    1.000    1.000
##     HEX_OPN           1.561    0.116   13.501    0.000    1.000    1.000
##    .HEX_HOH_SIN       0.690    0.093    7.411    0.000    0.439    0.439
##    .HEX_HOH_FAI       2.098    0.134   15.696    0.000    0.650    0.650
##    .HEX_HOH_GRE       0.394    0.058    6.770    0.000    0.663    0.663
##    .HEX_HOH_MOD       0.559    0.062    9.084    0.000    0.662    0.662
##    .HEX_EMO_FEA       0.792    0.073   10.846    0.000    0.638    0.638
##    .HEX_EMO_ANX      -0.417    0.116   -3.606    0.000   -0.221   -0.221
##    .HEX_EMO_DEP       0.892    0.091    9.781    0.000    0.898    0.898
##    .HEX_EMO_SEN       1.678    0.172    9.757    0.000    0.895    0.895
##    .HEX_EXT_SSE       0.130    0.045    2.863    0.004    0.091    0.091
##    .HEX_EXT_BOL       0.601    0.063    9.487    0.000    0.464    0.464
##    .HEX_EXT_SOC       0.747    0.060   12.412    0.000    0.578    0.578
##    .HEX_EXT_LIV       0.231    0.038    6.093    0.000    0.146    0.146
##    .HEX_AGR_FOR       1.044    0.068   15.246    0.000    0.467    0.467
##    .HEX_AGR_GEN       0.283    0.038    7.499    0.000    0.305    0.305
##    .HEX_AGR_FLX       0.234    0.038    6.162    0.000    0.318    0.318
##    .HEX_AGR_PAT       0.496    0.051    9.637    0.000    0.414    0.414
##    .HEX_CNS_ORG       0.316    0.040    7.913    0.000    0.361    0.361
##    .HEX_CNS_DIL       0.078    0.019    4.050    0.000    0.156    0.156
##    .HEX_CNS_PER       0.156    0.027    5.880    0.000    0.476    0.476
##    .HEX_CNS_PRU       0.316    0.036    8.857    0.000    0.324    0.324
##    .HEX_OPN_AES       0.128    0.064    1.998    0.046    0.076    0.076
##    .HEX_OPN_INQ       0.710    0.069   10.289    0.000    0.498    0.498
##    .HEX_OPN_CRE       0.310    0.037    8.280    0.000    0.390    0.390
##    .HEX_OPN_UNC       0.221    0.046    4.845    0.000    0.349    0.349

Model doesn’t converge. Hence, later we don’t extract factor scores for the personality dimensions, but rather calculate mean scores.

Need for privacy

Psychological

  1. I don’t like to talk about personal issues with others unless they do it first.
  2. There are a lot of things about me that I don’t like to talk about with others.
  3. I prefer not to share my feelings and inner thoughts with others.
  4. I don’t like it when others talk to me about their private issues.
## Call: mardia(x = select(d, paste0(rep(paste0(name, "_0"), 4), 1:4)))
## 
## Mardia tests of multivariate skew and kurtosis
## Use describe(x) the to get univariate tests
## n.obs = 1559   num.vars =  4 
## b1p =  1.25   skew =  325  with probability  <=  6.2e-57
##  small sample skew =  326  with probability <=  4.1e-57
## b2p =  27.2   kurtosis =  9.05  with probability <=  0

Assumption of multivariate normality violated. Hence we’ll use the robust estimator.

## lavaan 0.6.15 ended normally after 29 iterations
## 
##   Estimator                                         ML
##   Optimization method                           NLMINB
##   Number of model parameters                         8
## 
##   Number of observations                          1559
## 
## Model Test User Model:
##                                               Standard      Scaled
##   Test Statistic                                 8.918       7.646
##   Degrees of freedom                                 2           2
##   P-value (Chi-square)                           0.012       0.022
##   Scaling correction factor                                  1.166
##     Satorra-Bentler correction                                    
## 
## Model Test Baseline Model:
## 
##   Test statistic                              1269.684    1027.852
##   Degrees of freedom                                 6           6
##   P-value                                        0.000       0.000
##   Scaling correction factor                                  1.235
## 
## User Model versus Baseline Model:
## 
##   Comparative Fit Index (CFI)                    0.995       0.994
##   Tucker-Lewis Index (TLI)                       0.984       0.983
##                                                                   
##   Robust Comparative Fit Index (CFI)                         0.995
##   Robust Tucker-Lewis Index (TLI)                            0.984
## 
## Loglikelihood and Information Criteria:
## 
##   Loglikelihood user model (H0)             -10999.159  -10999.159
##   Loglikelihood unrestricted model (H1)     -10994.700  -10994.700
##                                                                   
##   Akaike (AIC)                               22014.318   22014.318
##   Bayesian (BIC)                             22057.132   22057.132
##   Sample-size adjusted Bayesian (SABIC)      22031.718   22031.718
## 
## Root Mean Square Error of Approximation:
## 
##   RMSEA                                          0.047       0.043
##   90 Percent confidence interval - lower         0.019       0.016
##   90 Percent confidence interval - upper         0.080       0.074
##   P-value H_0: RMSEA <= 0.050                    0.493       0.601
##   P-value H_0: RMSEA >= 0.080                    0.053       0.022
##                                                                   
##   Robust RMSEA                                               0.046
##   90 Percent confidence interval - lower                     0.015
##   90 Percent confidence interval - upper                     0.082
##   P-value H_0: Robust RMSEA <= 0.050                         0.505
##   P-value H_0: Robust RMSEA >= 0.080                         0.064
## 
## Standardized Root Mean Square Residual:
## 
##   SRMR                                           0.015       0.015
## 
## Parameter Estimates:
## 
##   Standard errors                           Robust.sem
##   Information                                 Expected
##   Information saturated (h1) model          Structured
## 
## Latent Variables:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##   NFP_PSY =~                                                            
##     NFP_PSY_01        1.000                               0.925    0.630
##     NFP_PSY_02        1.054    0.065   16.273    0.000    0.975    0.626
##     NFP_PSY_03        1.438    0.089   16.121    0.000    1.330    0.797
##     NFP_PSY_04        0.817    0.056   14.648    0.000    0.756    0.484
## 
## Variances:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##    .NFP_PSY_01        1.302    0.081   16.026    0.000    1.302    0.603
##    .NFP_PSY_02        1.474    0.079   18.608    0.000    1.474    0.608
##    .NFP_PSY_03        1.013    0.107    9.454    0.000    1.013    0.364
##    .NFP_PSY_04        1.864    0.071   26.187    0.000    1.864    0.766
##     NFP_PSY           0.855    0.083   10.357    0.000    1.000    1.000

Fit is great.

Physical

  1. I don’t like it when strangers come too close to me.
  2. I don’t like to stand in a dense crowd of people.
  3. I don’t like to sit next to a stranger on a train, bus, or plane.
  4. I hate it when people enter my personal space uninvited.
## Call: mardia(x = select(d, paste0(rep(paste0(name, "_0"), 4), 1:4)))
## 
## Mardia tests of multivariate skew and kurtosis
## Use describe(x) the to get univariate tests
## n.obs = 1559   num.vars =  4 
## b1p =  2.83   skew =  736  with probability  <=  4.7e-143
##  small sample skew =  738  with probability <=  1.8e-143
## b2p =  29.9   kurtosis =  16.9  with probability <=  0

Assumption of multivariate normality violated. Hence we’ll use the robust estimator.

## lavaan 0.6.15 ended normally after 24 iterations
## 
##   Estimator                                         ML
##   Optimization method                           NLMINB
##   Number of model parameters                         8
## 
##   Number of observations                          1559
## 
## Model Test User Model:
##                                               Standard      Scaled
##   Test Statistic                                 9.004       6.483
##   Degrees of freedom                                 2           2
##   P-value (Chi-square)                           0.011       0.039
##   Scaling correction factor                                  1.389
##     Satorra-Bentler correction                                    
## 
## Model Test Baseline Model:
## 
##   Test statistic                              1642.839    1259.888
##   Degrees of freedom                                 6           6
##   P-value                                        0.000       0.000
##   Scaling correction factor                                  1.304
## 
## User Model versus Baseline Model:
## 
##   Comparative Fit Index (CFI)                    0.996       0.996
##   Tucker-Lewis Index (TLI)                       0.987       0.989
##                                                                   
##   Robust Comparative Fit Index (CFI)                         0.996
##   Robust Tucker-Lewis Index (TLI)                            0.989
## 
## Loglikelihood and Information Criteria:
## 
##   Loglikelihood user model (H0)             -10743.957  -10743.957
##   Loglikelihood unrestricted model (H1)     -10739.455  -10739.455
##                                                                   
##   Akaike (AIC)                               21503.914   21503.914
##   Bayesian (BIC)                             21546.729   21546.729
##   Sample-size adjusted Bayesian (SABIC)      21521.314   21521.314
## 
## Root Mean Square Error of Approximation:
## 
##   RMSEA                                          0.047       0.038
##   90 Percent confidence interval - lower         0.019       0.012
##   90 Percent confidence interval - upper         0.081       0.067
##   P-value H_0: RMSEA <= 0.050                    0.487       0.718
##   P-value H_0: RMSEA >= 0.080                    0.054       0.006
##                                                                   
##   Robust RMSEA                                               0.045
##   90 Percent confidence interval - lower                     0.009
##   90 Percent confidence interval - upper                     0.085
##   P-value H_0: Robust RMSEA <= 0.050                         0.513
##   P-value H_0: Robust RMSEA >= 0.080                         0.080
## 
## Standardized Root Mean Square Residual:
## 
##   SRMR                                           0.014       0.014
## 
## Parameter Estimates:
## 
##   Standard errors                           Robust.sem
##   Information                                 Expected
##   Information saturated (h1) model          Structured
## 
## Latent Variables:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##   NFP_PHY =~                                                            
##     NFP_PHY_01        1.000                               1.264    0.859
##     NFP_PHY_02        0.752    0.037   20.103    0.000    0.951    0.604
##     NFP_PHY_03        0.901    0.043   21.027    0.000    1.139    0.633
##     NFP_PHY_04        0.666    0.034   19.555    0.000    0.842    0.616
## 
## Variances:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##    .NFP_PHY_01        0.566    0.069    8.223    0.000    0.566    0.262
##    .NFP_PHY_02        1.571    0.082   19.060    0.000    1.571    0.635
##    .NFP_PHY_03        1.945    0.090   21.547    0.000    1.945    0.600
##    .NFP_PHY_04        1.158    0.063   18.395    0.000    1.158    0.620
##     NFP_PHY           1.598    0.096   16.572    0.000    1.000    1.000

Fit is great.

Social

  1. I don’t feel comfortable interacting with other people.
  2. I often want to be alone.
  3. I’m a fairly anti-social person.
  4. I prefer to work independently in most situations.
## Call: mardia(x = select(d, paste0(rep(paste0(name, "_0"), 4), 1:4)))
## 
## Mardia tests of multivariate skew and kurtosis
## Use describe(x) the to get univariate tests
## n.obs = 1559   num.vars =  4 
## b1p =  1.66   skew =  431  with probability  <=  6.9e-79
##  small sample skew =  432  with probability <=  4e-79
## b2p =  28.2   kurtosis =  12  with probability <=  0

Assumption of multivariate normality violated. Hence we’ll use the robust estimator.

## lavaan 0.6.15 ended normally after 25 iterations
## 
##   Estimator                                         ML
##   Optimization method                           NLMINB
##   Number of model parameters                         8
## 
##   Number of observations                          1559
## 
## Model Test User Model:
##                                               Standard      Scaled
##   Test Statistic                               140.818     103.475
##   Degrees of freedom                                 2           2
##   P-value (Chi-square)                           0.000       0.000
##   Scaling correction factor                                  1.361
##     Satorra-Bentler correction                                    
## 
## Model Test Baseline Model:
## 
##   Test statistic                              1904.466    1697.627
##   Degrees of freedom                                 6           6
##   P-value                                        0.000       0.000
##   Scaling correction factor                                  1.122
## 
## User Model versus Baseline Model:
## 
##   Comparative Fit Index (CFI)                    0.927       0.940
##   Tucker-Lewis Index (TLI)                       0.781       0.820
##                                                                   
##   Robust Comparative Fit Index (CFI)                         0.927
##   Robust Tucker-Lewis Index (TLI)                            0.782
## 
## Loglikelihood and Information Criteria:
## 
##   Loglikelihood user model (H0)             -11022.808  -11022.808
##   Loglikelihood unrestricted model (H1)     -10952.399  -10952.399
##                                                                   
##   Akaike (AIC)                               22061.616   22061.616
##   Bayesian (BIC)                             22104.431   22104.431
##   Sample-size adjusted Bayesian (SABIC)      22079.017   22079.017
## 
## Root Mean Square Error of Approximation:
## 
##   RMSEA                                          0.211       0.180
##   90 Percent confidence interval - lower         0.182       0.156
##   90 Percent confidence interval - upper         0.241       0.206
##   P-value H_0: RMSEA <= 0.050                    0.000       0.000
##   P-value H_0: RMSEA >= 0.080                    1.000       1.000
##                                                                   
##   Robust RMSEA                                               0.210
##   90 Percent confidence interval - lower                     0.177
##   90 Percent confidence interval - upper                     0.246
##   P-value H_0: Robust RMSEA <= 0.050                         0.000
##   P-value H_0: Robust RMSEA >= 0.080                         1.000
## 
## Standardized Root Mean Square Residual:
## 
##   SRMR                                           0.057       0.057
## 
## Parameter Estimates:
## 
##   Standard errors                           Robust.sem
##   Information                                 Expected
##   Information saturated (h1) model          Structured
## 
## Latent Variables:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##   NFP_SOC =~                                                            
##     NFP_SOC_01        1.000                               1.262    0.719
##     NFP_SOC_02        0.866    0.040   21.677    0.000    1.093    0.662
##     NFP_SOC_03        1.231    0.053   23.411    0.000    1.553    0.838
##     NFP_SOC_04        0.564    0.032   17.496    0.000    0.711    0.538
## 
## Variances:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##    .NFP_SOC_01        1.491    0.096   15.489    0.000    1.491    0.484
##    .NFP_SOC_02        1.529    0.077   19.825    0.000    1.529    0.562
##    .NFP_SOC_03        1.021    0.104    9.800    0.000    1.021    0.297
##    .NFP_SOC_04        1.245    0.055   22.649    0.000    1.245    0.711
##     NFP_SOC           1.592    0.108   14.682    0.000    1.000    1.000

Fit isn’t that good. Let’s inspect.

Items 1 & 3 and items 2 & 4 want to covary.

## lavaan 0.6.15 ended normally after 28 iterations
## 
##   Estimator                                         ML
##   Optimization method                           NLMINB
##   Number of model parameters                        10
##   Number of equality constraints                     1
## 
##   Number of observations                          1559
## 
## Model Test User Model:
##                                               Standard      Scaled
##   Test Statistic                                 0.683       0.447
##   Degrees of freedom                                 1           1
##   P-value (Chi-square)                           0.408       0.504
##   Scaling correction factor                                  1.530
##     Satorra-Bentler correction                                    
## 
## Model Test Baseline Model:
## 
##   Test statistic                              1904.466    1697.627
##   Degrees of freedom                                 6           6
##   P-value                                        0.000       0.000
##   Scaling correction factor                                  1.122
## 
## User Model versus Baseline Model:
## 
##   Comparative Fit Index (CFI)                    1.000       1.000
##   Tucker-Lewis Index (TLI)                       1.001       1.002
##                                                                   
##   Robust Comparative Fit Index (CFI)                         1.000
##   Robust Tucker-Lewis Index (TLI)                            1.003
## 
## Loglikelihood and Information Criteria:
## 
##   Loglikelihood user model (H0)             -10952.741  -10952.741
##   Loglikelihood unrestricted model (H1)     -10952.399  -10952.399
##                                                                   
##   Akaike (AIC)                               21923.482   21923.482
##   Bayesian (BIC)                             21971.648   21971.648
##   Sample-size adjusted Bayesian (SABIC)      21943.057   21943.057
## 
## Root Mean Square Error of Approximation:
## 
##   RMSEA                                          0.000       0.000
##   90 Percent confidence interval - lower         0.000       0.000
##   90 Percent confidence interval - upper         0.062       0.046
##   P-value H_0: RMSEA <= 0.050                    0.877       0.966
##   P-value H_0: RMSEA >= 0.080                    0.010       0.001
##                                                                   
##   Robust RMSEA                                               0.000
##   90 Percent confidence interval - lower                     0.000
##   90 Percent confidence interval - upper                     0.072
##   P-value H_0: Robust RMSEA <= 0.050                         0.835
##   P-value H_0: Robust RMSEA >= 0.080                         0.029
## 
## Standardized Root Mean Square Residual:
## 
##   SRMR                                           0.003       0.003
## 
## Parameter Estimates:
## 
##   Standard errors                           Robust.sem
##   Information                                 Expected
##   Information saturated (h1) model          Structured
## 
## Latent Variables:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##   NFP_SOC =~                                                            
##     NFP_SOC_01        1.000                               1.133    0.645
##     NFP_SOC_02        0.971    0.049   19.853    0.000    1.100    0.667
##     NFP_SOC_03        1.319    0.062   21.205    0.000    1.495    0.807
##     NFP_SOC_04        0.598    0.038   15.775    0.000    0.677    0.512
## 
## Covariances:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##  .NFP_SOC_01 ~~                                                         
##    .NFP_SOC_0 (p1)    0.374    0.040    9.455    0.000    0.374    0.255
##  .NFP_SOC_02 ~~                                                         
##    .NFP_SOC_0 (p1)    0.374    0.040    9.455    0.000    0.374    0.267
## 
## Variances:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##    .NFP_SOC_01        1.799    0.094   19.117    0.000    1.799    0.583
##    .NFP_SOC_02        1.513    0.080   18.862    0.000    1.513    0.556
##    .NFP_SOC_03        1.198    0.109   11.026    0.000    1.198    0.349
##    .NFP_SOC_04        1.292    0.056   22.938    0.000    1.292    0.738
##     NFP_SOC           1.284    0.104   12.372    0.000    1.000    1.000

Fit is great.

Privacy from Government

  1. I need government agencies to respect my privacy, even if that makes catching criminals harder.
  2. I don’t want the government to gather data about me, even if that makes it harder to spend tax income effectively.
  3. I don’t want government agencies to monitor my communication, even if that stops terrorist attacks.
  4. I feel I need to protect my privacy from government agencies.
## Call: mardia(x = select(d, paste0(rep(paste0(name, "_0"), 4), 1:4)))
## 
## Mardia tests of multivariate skew and kurtosis
## Use describe(x) the to get univariate tests
## n.obs = 1558   num.vars =  4 
## b1p =  1.35   skew =  351  with probability  <=  2.3e-62
##  small sample skew =  352  with probability <=  1.5e-62
## b2p =  31.3   kurtosis =  20.9  with probability <=  0

Assumption of multivariate normality violated. Hence we’ll use the robust estimator.

## lavaan 0.6.15 ended normally after 27 iterations
## 
##   Estimator                                         ML
##   Optimization method                           NLMINB
##   Number of model parameters                        12
## 
##   Number of observations                          1559
##   Number of missing patterns                         2
## 
## Model Test User Model:
##                                               Standard      Scaled
##   Test Statistic                                52.044      33.423
##   Degrees of freedom                                 2           2
##   P-value (Chi-square)                           0.000       0.000
##   Scaling correction factor                                  1.557
##     Yuan-Bentler correction (Mplus variant)                       
## 
## Model Test Baseline Model:
## 
##   Test statistic                              2699.095    1472.614
##   Degrees of freedom                                 6           6
##   P-value                                        0.000       0.000
##   Scaling correction factor                                  1.833
## 
## User Model versus Baseline Model:
## 
##   Comparative Fit Index (CFI)                    0.981       0.979
##   Tucker-Lewis Index (TLI)                       0.944       0.936
##                                                                   
##   Robust Comparative Fit Index (CFI)                         0.982
##   Robust Tucker-Lewis Index (TLI)                            0.946
## 
## Loglikelihood and Information Criteria:
## 
##   Loglikelihood user model (H0)             -10461.965  -10461.965
##   Scaling correction factor                                  1.215
##       for the MLR correction                                      
##   Loglikelihood unrestricted model (H1)     -10435.943  -10435.943
##   Scaling correction factor                                  1.264
##       for the MLR correction                                      
##                                                                   
##   Akaike (AIC)                               20947.931   20947.931
##   Bayesian (BIC)                             21012.153   21012.153
##   Sample-size adjusted Bayesian (SABIC)      20974.031   20974.031
## 
## Root Mean Square Error of Approximation:
## 
##   RMSEA                                          0.127       0.100
##   90 Percent confidence interval - lower         0.098       0.077
##   90 Percent confidence interval - upper         0.158       0.125
##   P-value H_0: RMSEA <= 0.050                    0.000       0.000
##   P-value H_0: RMSEA >= 0.080                    0.996       0.930
##                                                                   
##   Robust RMSEA                                               0.125
##   90 Percent confidence interval - lower                     0.090
##   90 Percent confidence interval - upper                     0.164
##   P-value H_0: Robust RMSEA <= 0.050                         0.000
##   P-value H_0: Robust RMSEA >= 0.080                         0.981
## 
## Standardized Root Mean Square Residual:
## 
##   SRMR                                           0.021       0.021
## 
## Parameter Estimates:
## 
##   Standard errors                             Sandwich
##   Information bread                           Observed
##   Observed information based on                Hessian
## 
## Latent Variables:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##   NFP_GOV =~                                                            
##     NFP_GOV_01        1.000                               1.274    0.816
##     NFP_GOV_02        0.949    0.035   27.393    0.000    1.210    0.774
##     NFP_GOV_03        1.057    0.030   35.713    0.000    1.347    0.788
##     NFP_GOV_04        0.868    0.035   24.574    0.000    1.107    0.700
## 
## Intercepts:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##    .NFP_GOV_01        4.708    0.040  119.099    0.000    4.708    3.016
##    .NFP_GOV_02        4.579    0.040  115.749    0.000    4.579    2.932
##    .NFP_GOV_03        4.462    0.043  103.100    0.000    4.462    2.612
##    .NFP_GOV_04        4.589    0.040  114.612    0.000    4.589    2.903
##     NFP_GOV           0.000                               0.000    0.000
## 
## Variances:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##    .NFP_GOV_01        0.812    0.068   11.966    0.000    0.812    0.333
##    .NFP_GOV_02        0.977    0.068   14.418    0.000    0.977    0.400
##    .NFP_GOV_03        1.105    0.075   14.742    0.000    1.105    0.378
##    .NFP_GOV_04        1.275    0.071   17.877    0.000    1.275    0.510
##     NFP_GOV           1.624    0.090   18.074    0.000    1.000    1.000

Fit is not optimal, but within thresholds.

Privacy from Companies

  1. I’m willing to pay more for products or services so that companies don’t have to sell my data.
  2. I’m happy to give up a little bit of privacy so that I can use certain apps or services for free.
  3. I don’t want companies to collect data about me, even if that makes their services worse.
  4. I feel I need to protect my privacy from companies.
## Call: mardia(x = select(d, paste0(rep(paste0(name, "_0"), 4), 1:4)))
## 
## Mardia tests of multivariate skew and kurtosis
## Use describe(x) the to get univariate tests
## n.obs = 1559   num.vars =  4 
## b1p =  1.72   skew =  448  with probability  <=  2e-82
##  small sample skew =  449  with probability <=  1.1e-82
## b2p =  28.8   kurtosis =  13.8  with probability <=  0

Assumption of multivariate normality violated. Hence we’ll use the robust estimator.

## lavaan 0.6.15 ended normally after 32 iterations
## 
##   Estimator                                         ML
##   Optimization method                           NLMINB
##   Number of model parameters                         8
## 
##   Number of observations                          1559
## 
## Model Test User Model:
##                                               Standard      Scaled
##   Test Statistic                                23.065      16.773
##   Degrees of freedom                                 2           2
##   P-value (Chi-square)                           0.000       0.000
##   Scaling correction factor                                  1.375
##     Satorra-Bentler correction                                    
## 
## Model Test Baseline Model:
## 
##   Test statistic                              1302.696     946.048
##   Degrees of freedom                                 6           6
##   P-value                                        0.000       0.000
##   Scaling correction factor                                  1.377
## 
## User Model versus Baseline Model:
## 
##   Comparative Fit Index (CFI)                    0.984       0.984
##   Tucker-Lewis Index (TLI)                       0.951       0.953
##                                                                   
##   Robust Comparative Fit Index (CFI)                         0.984
##   Robust Tucker-Lewis Index (TLI)                            0.953
## 
## Loglikelihood and Information Criteria:
## 
##   Loglikelihood user model (H0)             -10706.404  -10706.404
##   Loglikelihood unrestricted model (H1)     -10694.871  -10694.871
##                                                                   
##   Akaike (AIC)                               21428.808   21428.808
##   Bayesian (BIC)                             21471.622   21471.622
##   Sample-size adjusted Bayesian (SABIC)      21446.208   21446.208
## 
## Root Mean Square Error of Approximation:
## 
##   RMSEA                                          0.082       0.069
##   90 Percent confidence interval - lower         0.054       0.045
##   90 Percent confidence interval - upper         0.114       0.096
##   P-value H_0: RMSEA <= 0.050                    0.030       0.096
##   P-value H_0: RMSEA >= 0.080                    0.590       0.270
##                                                                   
##   Robust RMSEA                                               0.081
##   90 Percent confidence interval - lower                     0.048
##   90 Percent confidence interval - upper                     0.118
##   P-value H_0: Robust RMSEA <= 0.050                         0.060
##   P-value H_0: Robust RMSEA >= 0.080                         0.563
## 
## Standardized Root Mean Square Residual:
## 
##   SRMR                                           0.023       0.023
## 
## Parameter Estimates:
## 
##   Standard errors                           Robust.sem
##   Information                                 Expected
##   Information saturated (h1) model          Structured
## 
## Latent Variables:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##   NFP_COM =~                                                            
##     NFP_COM_01        1.000                               0.714    0.461
##     NFP_COM_02        1.116    0.091   12.247    0.000    0.797    0.526
##     NFP_COM_03        1.651    0.112   14.737    0.000    1.178    0.787
##     NFP_COM_04        1.466    0.100   14.709    0.000    1.047    0.740
## 
## Variances:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##    .NFP_COM_01        1.889    0.079   24.023    0.000    1.889    0.788
##    .NFP_COM_02        1.658    0.075   22.037    0.000    1.658    0.723
##    .NFP_COM_03        0.851    0.072   11.880    0.000    0.851    0.380
##    .NFP_COM_04        0.906    0.072   12.622    0.000    0.906    0.453
##     NFP_COM           0.510    0.066    7.719    0.000    1.000    1.000

Fit is not great but sufficiently okay.

Informational

  1. I would prefer that little is known about me.
  2. I don’t want my personal data to be publicly accessible.
  3. It is important to me that records pertaining to me remain confidential.
  4. I prefer that others cannot easily find information about me on the Internet.
## Call: mardia(x = select(d, paste0(rep(paste0(name, "_0"), 4), 1:4)))
## 
## Mardia tests of multivariate skew and kurtosis
## Use describe(x) the to get univariate tests
## n.obs = 1559   num.vars =  4 
## b1p =  6.22   skew =  1615  with probability  <=  0
##  small sample skew =  1619  with probability <=  0
## b2p =  40.8   kurtosis =  47.8  with probability <=  0

Assumption of multivariate normality violated. Hence we’ll use the robust estimator.

## lavaan 0.6.15 ended normally after 23 iterations
## 
##   Estimator                                         ML
##   Optimization method                           NLMINB
##   Number of model parameters                         8
## 
##   Number of observations                          1559
## 
## Model Test User Model:
##                                               Standard      Scaled
##   Test Statistic                                53.511      38.733
##   Degrees of freedom                                 2           2
##   P-value (Chi-square)                           0.000       0.000
##   Scaling correction factor                                  1.382
##     Satorra-Bentler correction                                    
## 
## Model Test Baseline Model:
## 
##   Test statistic                              1570.702     971.332
##   Degrees of freedom                                 6           6
##   P-value                                        0.000       0.000
##   Scaling correction factor                                  1.617
## 
## User Model versus Baseline Model:
## 
##   Comparative Fit Index (CFI)                    0.967       0.962
##   Tucker-Lewis Index (TLI)                       0.901       0.886
##                                                                   
##   Robust Comparative Fit Index (CFI)                         0.967
##   Robust Tucker-Lewis Index (TLI)                            0.902
## 
## Loglikelihood and Information Criteria:
## 
##   Loglikelihood user model (H0)              -9750.268   -9750.268
##   Loglikelihood unrestricted model (H1)      -9723.513   -9723.513
##                                                                   
##   Akaike (AIC)                               19516.537   19516.537
##   Bayesian (BIC)                             19559.351   19559.351
##   Sample-size adjusted Bayesian (SABIC)      19533.937   19533.937
## 
## Root Mean Square Error of Approximation:
## 
##   RMSEA                                          0.129       0.109
##   90 Percent confidence interval - lower         0.100       0.084
##   90 Percent confidence interval - upper         0.159       0.135
##   P-value H_0: RMSEA <= 0.050                    0.000       0.000
##   P-value H_0: RMSEA >= 0.080                    0.997       0.973
##                                                                   
##   Robust RMSEA                                               0.128
##   90 Percent confidence interval - lower                     0.094
##   90 Percent confidence interval - upper                     0.164
##   P-value H_0: Robust RMSEA <= 0.050                         0.000
##   P-value H_0: Robust RMSEA >= 0.080                         0.990
## 
## Standardized Root Mean Square Residual:
## 
##   SRMR                                           0.033       0.033
## 
## Parameter Estimates:
## 
##   Standard errors                           Robust.sem
##   Information                                 Expected
##   Information saturated (h1) model          Structured
## 
## Latent Variables:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##   NFP_INF =~                                                            
##     NFP_INF_01        1.000                               0.777    0.551
##     NFP_INF_02        1.134    0.076   14.842    0.000    0.881    0.718
##     NFP_INF_03        1.099    0.071   15.514    0.000    0.854    0.696
##     NFP_INF_04        1.268    0.074   17.161    0.000    0.985    0.721
## 
## Variances:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##    .NFP_INF_01        1.386    0.061   22.632    0.000    1.386    0.697
##    .NFP_INF_02        0.728    0.073    9.931    0.000    0.728    0.484
##    .NFP_INF_03        0.777    0.058   13.406    0.000    0.777    0.516
##    .NFP_INF_04        0.898    0.079   11.365    0.000    0.898    0.481
##     NFP_INF           0.604    0.062    9.729    0.000    1.000    1.000

Fit is suboptimal. Let’s inspect.

Items 1 & 4 and items 2 & 3 want to covary.

## lavaan 0.6.15 ended normally after 26 iterations
## 
##   Estimator                                         ML
##   Optimization method                           NLMINB
##   Number of model parameters                        10
##   Number of equality constraints                     1
## 
##   Number of observations                          1559
## 
## Model Test User Model:
##                                               Standard      Scaled
##   Test Statistic                                 8.491       6.676
##   Degrees of freedom                                 1           1
##   P-value (Chi-square)                           0.004       0.010
##   Scaling correction factor                                  1.272
##     Satorra-Bentler correction                                    
## 
## Model Test Baseline Model:
## 
##   Test statistic                              1570.702     971.332
##   Degrees of freedom                                 6           6
##   P-value                                        0.000       0.000
##   Scaling correction factor                                  1.617
## 
## User Model versus Baseline Model:
## 
##   Comparative Fit Index (CFI)                    0.995       0.994
##   Tucker-Lewis Index (TLI)                       0.971       0.965
##                                                                   
##   Robust Comparative Fit Index (CFI)                         0.995
##   Robust Tucker-Lewis Index (TLI)                            0.972
## 
## Loglikelihood and Information Criteria:
## 
##   Loglikelihood user model (H0)              -9727.758   -9727.758
##   Loglikelihood unrestricted model (H1)      -9723.513   -9723.513
##                                                                   
##   Akaike (AIC)                               19473.517   19473.517
##   Bayesian (BIC)                             19521.683   19521.683
##   Sample-size adjusted Bayesian (SABIC)      19493.092   19493.092
## 
## Root Mean Square Error of Approximation:
## 
##   RMSEA                                          0.069       0.060
##   90 Percent confidence interval - lower         0.032       0.027
##   90 Percent confidence interval - upper         0.115       0.102
##   P-value H_0: RMSEA <= 0.050                    0.174       0.263
##   P-value H_0: RMSEA >= 0.080                    0.403       0.245
##                                                                   
##   Robust RMSEA                                               0.068
##   90 Percent confidence interval - lower                     0.027
##   90 Percent confidence interval - upper                     0.121
##   P-value H_0: Robust RMSEA <= 0.050                         0.202
##   P-value H_0: Robust RMSEA >= 0.080                         0.414
## 
## Standardized Root Mean Square Residual:
## 
##   SRMR                                           0.012       0.012
## 
## Parameter Estimates:
## 
##   Standard errors                           Robust.sem
##   Information                                 Expected
##   Information saturated (h1) model          Structured
## 
## Latent Variables:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##   NFP_INF =~                                                            
##     NFP_INF_01        1.000                               0.746    0.529
##     NFP_INF_02        1.123    0.081   13.917    0.000    0.838    0.683
##     NFP_INF_03        1.069    0.073   14.602    0.000    0.798    0.650
##     NFP_INF_04        1.348    0.086   15.702    0.000    1.006    0.736
## 
## Covariances:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##  .NFP_INF_01 ~~                                                         
##    .NFP_INF_04 (a)    0.144    0.027    5.280    0.000    0.144    0.130
##  .NFP_INF_02 ~~                                                         
##    .NFP_INF_03 (a)    0.144    0.027    5.280    0.000    0.144    0.172
## 
## Variances:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##    .NFP_INF_01        1.432    0.063   22.764    0.000    1.432    0.720
##    .NFP_INF_02        0.802    0.073   10.924    0.000    0.802    0.533
##    .NFP_INF_03        0.870    0.059   14.720    0.000    0.870    0.577
##    .NFP_INF_04        0.855    0.082   10.477    0.000    0.855    0.458
##     NFP_INF           0.557    0.063    8.894    0.000    1.000    1.000

Fit is good.

Privacy need anonymity

  1. I would prefer to use a fake account on social network sites to preserve my privacy.
  2. I feel I need to avoid places with video surveillance.
  3. I prefer not to carry my driver’s license or ID with me all the time to preserve my privacy.
  4. I need to be able to surf the Internet anonymously.
## Call: mardia(x = select(d, paste0(rep(paste0(name, "_0"), 4), 1:4)))
## 
## Mardia tests of multivariate skew and kurtosis
## Use describe(x) the to get univariate tests
## n.obs = 1559   num.vars =  4 
## b1p =  4.41   skew =  1145  with probability  <=  3.8e-230
##  small sample skew =  1148  with probability <=  8.4e-231
## b2p =  27.5   kurtosis =  9.97  with probability <=  0

Assumption of multivariate normality violated. Hence we’ll use the robust estimator.

## lavaan 0.6.15 ended normally after 33 iterations
## 
##   Estimator                                         ML
##   Optimization method                           NLMINB
##   Number of model parameters                         8
## 
##   Number of observations                          1559
## 
## Model Test User Model:
##                                               Standard      Scaled
##   Test Statistic                               128.369     120.497
##   Degrees of freedom                                 2           2
##   P-value (Chi-square)                           0.000       0.000
##   Scaling correction factor                                  1.065
##     Satorra-Bentler correction                                    
## 
## Model Test Baseline Model:
## 
##   Test statistic                               762.710     613.808
##   Degrees of freedom                                 6           6
##   P-value                                        0.000       0.000
##   Scaling correction factor                                  1.243
## 
## User Model versus Baseline Model:
## 
##   Comparative Fit Index (CFI)                    0.833       0.805
##   Tucker-Lewis Index (TLI)                       0.499       0.415
##                                                                   
##   Robust Comparative Fit Index (CFI)                         0.833
##   Robust Tucker-Lewis Index (TLI)                            0.499
## 
## Loglikelihood and Information Criteria:
## 
##   Loglikelihood user model (H0)             -11336.459  -11336.459
##   Loglikelihood unrestricted model (H1)     -11272.275  -11272.275
##                                                                   
##   Akaike (AIC)                               22688.919   22688.919
##   Bayesian (BIC)                             22731.733   22731.733
##   Sample-size adjusted Bayesian (SABIC)      22706.319   22706.319
## 
## Root Mean Square Error of Approximation:
## 
##   RMSEA                                          0.201       0.195
##   90 Percent confidence interval - lower         0.173       0.167
##   90 Percent confidence interval - upper         0.232       0.224
##   P-value H_0: RMSEA <= 0.050                    0.000       0.000
##   P-value H_0: RMSEA >= 0.080                    1.000       1.000
##                                                                   
##   Robust RMSEA                                               0.201
##   90 Percent confidence interval - lower                     0.172
##   90 Percent confidence interval - upper                     0.233
##   P-value H_0: Robust RMSEA <= 0.050                         0.000
##   P-value H_0: Robust RMSEA >= 0.080                         1.000
## 
## Standardized Root Mean Square Residual:
## 
##   SRMR                                           0.071       0.071
## 
## Parameter Estimates:
## 
##   Standard errors                           Robust.sem
##   Information                                 Expected
##   Information saturated (h1) model          Structured
## 
## Latent Variables:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##   NFP_ANO =~                                                            
##     NFP_ANO_01        1.000                               0.822    0.434
##     NFP_ANO_02        1.331    0.121   11.031    0.000    1.094    0.742
##     NFP_ANO_03        0.838    0.086    9.766    0.000    0.689    0.516
##     NFP_ANO_04        0.843    0.075   11.308    0.000    0.693    0.427
## 
## Variances:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##    .NFP_ANO_01        2.914    0.109   26.694    0.000    2.914    0.812
##    .NFP_ANO_02        0.974    0.099    9.826    0.000    0.974    0.449
##    .NFP_ANO_03        1.308    0.085   15.366    0.000    1.308    0.734
##    .NFP_ANO_04        2.152    0.077   27.839    0.000    2.152    0.818
##     NFP_ANO           0.675    0.095    7.077    0.000    1.000    1.000

Fit is really bad. Let’s inspect.

Items 1 & 4 and items 2 & 3 want to covary.

## lavaan 0.6.15 ended normally after 35 iterations
## 
##   Estimator                                         ML
##   Optimization method                           NLMINB
##   Number of model parameters                        10
##   Number of equality constraints                     1
## 
##   Number of observations                          1559
## 
## Model Test User Model:
##                                               Standard      Scaled
##   Test Statistic                                 8.853       9.767
##   Degrees of freedom                                 1           1
##   P-value (Chi-square)                           0.003       0.002
##   Scaling correction factor                                  0.906
##     Satorra-Bentler correction                                    
## 
## Model Test Baseline Model:
## 
##   Test statistic                               762.710     613.808
##   Degrees of freedom                                 6           6
##   P-value                                        0.000       0.000
##   Scaling correction factor                                  1.243
## 
## User Model versus Baseline Model:
## 
##   Comparative Fit Index (CFI)                    0.990       0.986
##   Tucker-Lewis Index (TLI)                       0.938       0.913
##                                                                   
##   Robust Comparative Fit Index (CFI)                         0.989
##   Robust Tucker-Lewis Index (TLI)                            0.937
## 
## Loglikelihood and Information Criteria:
## 
##   Loglikelihood user model (H0)             -11276.701  -11276.701
##   Loglikelihood unrestricted model (H1)     -11272.275  -11272.275
##                                                                   
##   Akaike (AIC)                               22571.403   22571.403
##   Bayesian (BIC)                             22619.569   22619.569
##   Sample-size adjusted Bayesian (SABIC)      22590.978   22590.978
## 
## Root Mean Square Error of Approximation:
## 
##   RMSEA                                          0.071       0.075
##   90 Percent confidence interval - lower         0.034       0.000
##   90 Percent confidence interval - upper         0.117       0.000
##   P-value H_0: RMSEA <= 0.050                    0.158       0.132
##   P-value H_0: RMSEA >= 0.080                    0.427       0.494
##                                                                   
##   Robust RMSEA                                               0.071
##   90 Percent confidence interval - lower                     0.036
##   90 Percent confidence interval - upper                     0.115
##   P-value H_0: Robust RMSEA <= 0.050                         0.146
##   P-value H_0: Robust RMSEA >= 0.080                         0.424
## 
## Standardized Root Mean Square Residual:
## 
##   SRMR                                           0.016       0.016
## 
## Parameter Estimates:
## 
##   Standard errors                           Robust.sem
##   Information                                 Expected
##   Information saturated (h1) model          Structured
## 
## Latent Variables:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##   NFP_ANO =~                                                            
##     NFP_ANO_01        1.000                               0.876    0.462
##     NFP_ANO_02        1.033    0.111    9.323    0.000    0.905    0.614
##     NFP_ANO_03        0.484    0.073    6.604    0.000    0.424    0.318
##     NFP_ANO_04        0.893    0.091    9.794    0.000    0.782    0.482
## 
## Covariances:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##  .NFP_ANO_01 ~~                                                         
##    .NFP_ANO_04 (a)    0.458    0.050    9.111    0.000    0.458    0.192
##  .NFP_ANO_02 ~~                                                         
##    .NFP_ANO_03 (a)    0.458    0.050    9.111    0.000    0.458    0.311
## 
## Variances:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##    .NFP_ANO_01        2.821    0.126   22.467    0.000    2.821    0.786
##    .NFP_ANO_02        1.351    0.092   14.721    0.000    1.351    0.623
##    .NFP_ANO_03        1.603    0.088   18.200    0.000    1.603    0.899
##    .NFP_ANO_04        2.021    0.091   22.322    0.000    2.021    0.768
##     NFP_ANO           0.768    0.119    6.461    0.000    1.000    1.000

Fit is now good.

General Need for privacy

  1. I need a lot of privacy.
  2. Privacy is very important to me.
  3. I think a lot about how I can protect my privacy.
  4. I value privacy a lot.
## Call: mardia(x = select(d, paste0(rep(paste0(name, "_0"), 4), 1:4)))
## 
## Mardia tests of multivariate skew and kurtosis
## Use describe(x) the to get univariate tests
## n.obs = 1558   num.vars =  4 
## b1p =  3.46   skew =  898  with probability  <=  2e-177
##  small sample skew =  901  with probability <=  6.1e-178
## b2p =  37.9   kurtosis =  39.6  with probability <=  0

Assumption of multivariate normality violated. Hence we’ll use the robust estimator.

## lavaan 0.6.15 ended normally after 32 iterations
## 
##   Estimator                                         ML
##   Optimization method                           NLMINB
##   Number of model parameters                        12
## 
##   Number of observations                          1559
##   Number of missing patterns                         2
## 
## Model Test User Model:
##                                               Standard      Scaled
##   Test Statistic                                 7.350       5.354
##   Degrees of freedom                                 2           2
##   P-value (Chi-square)                           0.025       0.069
##   Scaling correction factor                                  1.373
##     Yuan-Bentler correction (Mplus variant)                       
## 
## Model Test Baseline Model:
## 
##   Test statistic                              2638.769    1355.980
##   Degrees of freedom                                 6           6
##   P-value                                        0.000       0.000
##   Scaling correction factor                                  1.946
## 
## User Model versus Baseline Model:
## 
##   Comparative Fit Index (CFI)                    0.998       0.998
##   Tucker-Lewis Index (TLI)                       0.994       0.993
##                                                                   
##   Robust Comparative Fit Index (CFI)                         0.998
##   Robust Tucker-Lewis Index (TLI)                            0.995
## 
## Loglikelihood and Information Criteria:
## 
##   Loglikelihood user model (H0)              -9241.946   -9241.946
##   Scaling correction factor                                  1.518
##       for the MLR correction                                      
##   Loglikelihood unrestricted model (H1)      -9238.271   -9238.271
##   Scaling correction factor                                  1.498
##       for the MLR correction                                      
##                                                                   
##   Akaike (AIC)                               18507.893   18507.893
##   Bayesian (BIC)                             18572.115   18572.115
##   Sample-size adjusted Bayesian (SABIC)      18533.993   18533.993
## 
## Root Mean Square Error of Approximation:
## 
##   RMSEA                                          0.041       0.033
##   90 Percent confidence interval - lower         0.012       0.000
##   90 Percent confidence interval - upper         0.075       0.063
##   P-value H_0: RMSEA <= 0.050                    0.605       0.805
##   P-value H_0: RMSEA >= 0.080                    0.029       0.003
##                                                                   
##   Robust RMSEA                                               0.038
##   90 Percent confidence interval - lower                     0.000
##   90 Percent confidence interval - upper                     0.080
##   P-value H_0: Robust RMSEA <= 0.050                         0.615
##   P-value H_0: Robust RMSEA >= 0.080                         0.050
## 
## Standardized Root Mean Square Residual:
## 
##   SRMR                                           0.007       0.007
## 
## Parameter Estimates:
## 
##   Standard errors                             Sandwich
##   Information bread                           Observed
##   Observed information based on                Hessian
## 
## Latent Variables:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##   NFP_GEN =~                                                            
##     NFP_GEN_01        1.000                               1.023    0.732
##     NFP_GEN_02        0.966    0.035   27.256    0.000    0.988    0.847
##     NFP_GEN_03        0.936    0.041   22.804    0.000    0.957    0.597
##     NFP_GEN_04        0.952    0.035   26.855    0.000    0.973    0.849
## 
## Intercepts:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##    .NFP_GEN_01        5.005    0.035  141.477    0.000    5.005    3.583
##    .NFP_GEN_02        5.702    0.030  192.952    0.000    5.702    4.887
##    .NFP_GEN_03        4.376    0.041  107.775    0.000    4.376    2.730
##    .NFP_GEN_04        5.727    0.029  197.154    0.000    5.727    4.993
##     NFP_GEN           0.000                               0.000    0.000
## 
## Variances:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##    .NFP_GEN_01        0.905    0.052   17.500    0.000    0.905    0.464
##    .NFP_GEN_02        0.386    0.036   10.720    0.000    0.386    0.283
##    .NFP_GEN_03        1.653    0.070   23.637    0.000    1.653    0.643
##    .NFP_GEN_04        0.368    0.041    8.945    0.000    0.368    0.280
##     NFP_GEN           1.046    0.068   15.299    0.000    1.000    1.000

Fit is good.

Need for Privacy model

## lavaan 0.6.15 ended normally after 69 iterations
## 
##   Estimator                                         ML
##   Optimization method                           NLMINB
##   Number of model parameters                       100
## 
##                                                   Used       Total
##   Number of observations                          1557        1559
## 
## Model Test User Model:
##                                               Standard      Scaled
##   Test Statistic                              2395.698    1976.008
##   Degrees of freedom                               428         428
##   P-value (Chi-square)                           0.000       0.000
##   Scaling correction factor                                  1.212
##     Satorra-Bentler correction                                    
## 
## Model Test Baseline Model:
## 
##   Test statistic                             21729.002   17295.431
##   Degrees of freedom                               496         496
##   P-value                                        0.000       0.000
##   Scaling correction factor                                  1.256
## 
## User Model versus Baseline Model:
## 
##   Comparative Fit Index (CFI)                    0.907       0.908
##   Tucker-Lewis Index (TLI)                       0.893       0.893
##                                                                   
##   Robust Comparative Fit Index (CFI)                         0.911
##   Robust Tucker-Lewis Index (TLI)                            0.897
## 
## Loglikelihood and Information Criteria:
## 
##   Loglikelihood user model (H0)             -81168.510  -81168.510
##   Loglikelihood unrestricted model (H1)     -79970.661  -79970.661
##                                                                   
##   Akaike (AIC)                              162537.020  162537.020
##   Bayesian (BIC)                            163072.072  163072.072
##   Sample-size adjusted Bayesian (SABIC)     162754.395  162754.395
## 
## Root Mean Square Error of Approximation:
## 
##   RMSEA                                          0.054       0.048
##   90 Percent confidence interval - lower         0.052       0.046
##   90 Percent confidence interval - upper         0.056       0.050
##   P-value H_0: RMSEA <= 0.050                    0.000       0.935
##   P-value H_0: RMSEA >= 0.080                    0.000       0.000
##                                                                   
##   Robust RMSEA                                               0.053
##   90 Percent confidence interval - lower                     0.051
##   90 Percent confidence interval - upper                     0.055
##   P-value H_0: Robust RMSEA <= 0.050                         0.016
##   P-value H_0: Robust RMSEA >= 0.080                         0.000
## 
## Standardized Root Mean Square Residual:
## 
##   SRMR                                           0.058       0.058
## 
## Parameter Estimates:
## 
##   Standard errors                           Robust.sem
##   Information                                 Expected
##   Information saturated (h1) model          Structured
## 
## Latent Variables:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##   NFP_PHY =~                                                            
##     NFP_PHY_01        1.000                               1.189    0.808
##     NFP_PHY_02        0.821    0.035   23.348    0.000    0.976    0.620
##     NFP_PHY_03        0.970    0.039   24.643    0.000    1.154    0.641
##     NFP_PHY_04        0.756    0.031   24.007    0.000    0.899    0.658
##   NFP_PSY =~                                                            
##     NFP_PSY_01        1.000                               0.918    0.625
##     NFP_PSY_02        1.134    0.062   18.329    0.000    1.041    0.669
##     NFP_PSY_03        1.393    0.071   19.639    0.000    1.279    0.766
##     NFP_PSY_04        0.814    0.053   15.311    0.000    0.747    0.479
##   NFP_SOC =~                                                            
##     NFP_SOC_01        1.000                               1.161    0.661
##     NFP_SOC_02        0.965    0.046   20.772    0.000    1.121    0.679
##     NFP_SOC_03        1.195    0.042   28.628    0.000    1.388    0.749
##     NFP_SOC_04        0.641    0.038   17.012    0.000    0.744    0.562
##   NFP_COM =~                                                            
##     NFP_COM_01        1.000                               0.711    0.459
##     NFP_COM_02        1.065    0.079   13.406    0.000    0.757    0.500
##     NFP_COM_03        1.532    0.092   16.640    0.000    1.089    0.728
##     NFP_COM_04        1.604    0.092   17.400    0.000    1.140    0.807
##   NFP_GOV =~                                                            
##     NFP_GOV_01        1.000                               1.145    0.734
##     NFP_GOV_02        1.113    0.039   28.615    0.000    1.274    0.816
##     NFP_GOV_03        1.018    0.031   32.915    0.000    1.166    0.682
##     NFP_GOV_04        1.096    0.038   28.610    0.000    1.255    0.794
##   NFP_ANO =~                                                            
##     NFP_ANO_01        1.000                               1.012    0.534
##     NFP_ANO_02        0.687    0.050   13.842    0.000    0.696    0.472
##     NFP_ANO_03        0.289    0.042    6.940    0.000    0.293    0.219
##     NFP_ANO_04        1.076    0.063   17.088    0.000    1.089    0.671
##   NFP_INF =~                                                            
##     NFP_INF_01        1.000                               0.901    0.638
##     NFP_INF_02        0.861    0.050   17.261    0.000    0.775    0.632
##     NFP_INF_03        0.925    0.051   18.214    0.000    0.833    0.679
##     NFP_INF_04        0.986    0.045   21.814    0.000    0.888    0.650
##   NFP_GEN =~                                                            
##     NFP_GEN_01        1.000                               1.042    0.745
##     NFP_GEN_02        0.949    0.032   29.602    0.000    0.989    0.847
##     NFP_GEN_03        0.955    0.040   24.049    0.000    0.995    0.621
##     NFP_GEN_04        0.910    0.033   27.680    0.000    0.948    0.826
## 
## Covariances:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##  .NFP_SOC_01 ~~                                                         
##    .NFP_SOC_03        0.455    0.069    6.579    0.000    0.455    0.282
##  .NFP_SOC_02 ~~                                                         
##    .NFP_SOC_04        0.285    0.049    5.768    0.000    0.285    0.215
##  .NFP_GOV_01 ~~                                                         
##    .NFP_GOV_03        0.460    0.056    8.183    0.000    0.460    0.347
##  .NFP_GOV_02 ~~                                                         
##    .NFP_GOV_04       -0.123    0.053   -2.345    0.019   -0.123   -0.142
##  .NFP_INF_01 ~~                                                         
##    .NFP_INF_04        0.095    0.044    2.172    0.030    0.095    0.084
##  .NFP_INF_02 ~~                                                         
##    .NFP_INF_03        0.165    0.031    5.323    0.000    0.165    0.192
##  .NFP_ANO_01 ~~                                                         
##    .NFP_ANO_04        0.042    0.082    0.506    0.613    0.042    0.022
##  .NFP_ANO_02 ~~                                                         
##    .NFP_ANO_03        0.639    0.058   11.003    0.000    0.639    0.377
##   NFP_PHY ~~                                                            
##     NFP_PSY           0.604    0.050   12.119    0.000    0.553    0.553
##     NFP_SOC           1.060    0.059   18.025    0.000    0.768    0.768
##     NFP_COM           0.189    0.031    6.085    0.000    0.224    0.224
##     NFP_GOV           0.391    0.050    7.858    0.000    0.287    0.287
##     NFP_ANO           0.441    0.053    8.261    0.000    0.366    0.366
##     NFP_INF           0.576    0.050   11.532    0.000    0.538    0.538
##     NFP_GEN           0.441    0.047    9.349    0.000    0.356    0.356
##   NFP_PSY ~~                                                            
##     NFP_SOC           0.781    0.054   14.417    0.000    0.733    0.733
##     NFP_COM           0.169    0.027    6.332    0.000    0.258    0.258
##     NFP_GOV           0.321    0.042    7.569    0.000    0.305    0.305
##     NFP_ANO           0.437    0.048    9.159    0.000    0.470    0.470
##     NFP_INF           0.440    0.043   10.147    0.000    0.532    0.532
##     NFP_GEN           0.391    0.042    9.336    0.000    0.409    0.409
##   NFP_SOC ~~                                                            
##     NFP_COM           0.094    0.031    3.011    0.003    0.114    0.114
##     NFP_GOV           0.213    0.048    4.433    0.000    0.160    0.160
##     NFP_ANO           0.449    0.054    8.323    0.000    0.382    0.382
##     NFP_INF           0.413    0.046    8.882    0.000    0.395    0.395
##     NFP_GEN           0.351    0.046    7.691    0.000    0.290    0.290
##   NFP_COM ~~                                                            
##     NFP_GOV           0.693    0.054   12.892    0.000    0.852    0.852
##     NFP_ANO           0.581    0.050   11.602    0.000    0.808    0.808
##     NFP_INF           0.547    0.043   12.752    0.000    0.854    0.854
##     NFP_GEN           0.591    0.046   12.885    0.000    0.798    0.798
##   NFP_GOV ~~                                                            
##     NFP_ANO           0.875    0.062   14.153    0.000    0.755    0.755
##     NFP_INF           0.737    0.051   14.601    0.000    0.715    0.715
##     NFP_GEN           0.807    0.052   15.520    0.000    0.677    0.677
##   NFP_ANO ~~                                                            
##     NFP_INF           0.672    0.054   12.483    0.000    0.738    0.738
##     NFP_GEN           0.695    0.054   12.950    0.000    0.660    0.660
##   NFP_INF ~~                                                            
##     NFP_GEN           0.823    0.051   16.044    0.000    0.878    0.878
## 
## Variances:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##    .NFP_PHY_01        0.751    0.053   14.119    0.000    0.751    0.347
##    .NFP_PHY_02        1.524    0.079   19.370    0.000    1.524    0.615
##    .NFP_PHY_03        1.906    0.085   22.358    0.000    1.906    0.589
##    .NFP_PHY_04        1.060    0.058   18.353    0.000    1.060    0.568
##    .NFP_PSY_01        1.316    0.077   16.998    0.000    1.316    0.610
##    .NFP_PSY_02        1.341    0.069   19.450    0.000    1.341    0.553
##    .NFP_PSY_03        1.149    0.078   14.794    0.000    1.149    0.412
##    .NFP_PSY_04        1.879    0.068   27.641    0.000    1.879    0.771
##    .NFP_SOC_01        1.733    0.086   20.152    0.000    1.733    0.563
##    .NFP_SOC_02        1.467    0.082   17.891    0.000    1.467    0.539
##    .NFP_SOC_03        1.503    0.090   16.754    0.000    1.503    0.438
##    .NFP_SOC_04        1.199    0.059   20.207    0.000    1.199    0.684
##    .NFP_COM_01        1.893    0.074   25.452    0.000    1.893    0.789
##    .NFP_COM_02        1.717    0.067   25.592    0.000    1.717    0.750
##    .NFP_COM_03        1.053    0.060   17.408    0.000    1.053    0.470
##    .NFP_COM_04        0.696    0.053   13.177    0.000    0.696    0.349
##    .NFP_GOV_01        1.124    0.061   18.376    0.000    1.124    0.462
##    .NFP_GOV_02        0.815    0.064   12.778    0.000    0.815    0.334
##    .NFP_GOV_03        1.561    0.080   19.584    0.000    1.561    0.534
##    .NFP_GOV_04        0.923    0.065   14.128    0.000    0.923    0.369
##    .NFP_ANO_01        2.567    0.114   22.587    0.000    2.567    0.715
##    .NFP_ANO_02        1.687    0.066   25.700    0.000    1.687    0.777
##    .NFP_ANO_03        1.699    0.092   18.559    0.000    1.699    0.952
##    .NFP_ANO_04        1.450    0.093   15.527    0.000    1.450    0.550
##    .NFP_INF_01        1.179    0.062   18.990    0.000    1.179    0.593
##    .NFP_INF_02        0.902    0.067   13.446    0.000    0.902    0.600
##    .NFP_INF_03        0.811    0.047   17.084    0.000    0.811    0.539
##    .NFP_INF_04        1.080    0.071   15.123    0.000    1.080    0.578
##    .NFP_GEN_01        0.868    0.049   17.654    0.000    0.868    0.444
##    .NFP_GEN_02        0.385    0.029   13.303    0.000    0.385    0.283
##    .NFP_GEN_03        1.578    0.066   24.022    0.000    1.578    0.615
##    .NFP_GEN_04        0.418    0.037   11.278    0.000    0.418    0.317
##     NFP_PHY           1.414    0.081   17.459    0.000    1.000    1.000
##     NFP_PSY           0.843    0.076   11.037    0.000    1.000    1.000
##     NFP_SOC           1.348    0.097   13.825    0.000    1.000    1.000
##     NFP_COM           0.505    0.060    8.374    0.000    1.000    1.000
##     NFP_GOV           1.311    0.082   16.011    0.000    1.000    1.000
##     NFP_ANO           1.024    0.111    9.203    0.000    1.000    1.000
##     NFP_INF           0.811    0.067   12.037    0.000    1.000    1.000
##     NFP_GEN           1.085    0.068   15.841    0.000    1.000    1.000

Convergent validity

To assess convergent validity, let’s correlate measures with privacy concerns and privacy behavior.

Export factor scores

Item errors

Results

SES

## lavaan 0.6.15 ended normally after 127 iterations
## 
##   Estimator                                         ML
##   Optimization method                           NLMINB
##   Number of model parameters                       184
## 
##                                                   Used       Total
##   Number of observations                          1554        1559
## 
## Model Test User Model:
##                                                       
##   Test statistic                              2911.869
##   Degrees of freedom                               596
##   P-value (Chi-square)                           0.000
## 
## Model Test Baseline Model:
## 
##   Test statistic                             23198.309
##   Degrees of freedom                               741
##   P-value                                        0.000
## 
## User Model versus Baseline Model:
## 
##   Comparative Fit Index (CFI)                    0.897
##   Tucker-Lewis Index (TLI)                       0.872
## 
## Loglikelihood and Information Criteria:
## 
##   Loglikelihood user model (H0)             -92418.646
##   Loglikelihood unrestricted model (H1)     -90962.711
##                                                       
##   Akaike (AIC)                              185205.292
##   Bayesian (BIC)                            186189.432
##   Sample-size adjusted Bayesian (SABIC)     185604.907
## 
## Root Mean Square Error of Approximation:
## 
##   RMSEA                                          0.050
##   90 Percent confidence interval - lower         0.048
##   90 Percent confidence interval - upper         0.052
##   P-value H_0: RMSEA <= 0.050                    0.495
##   P-value H_0: RMSEA >= 0.080                    0.000
## 
## Standardized Root Mean Square Residual:
## 
##   SRMR                                           0.052
## 
## Parameter Estimates:
## 
##   Standard errors                             Standard
##   Information                                 Expected
##   Information saturated (h1) model          Structured
## 
## Latent Variables:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##   Age =~                                                                
##     age               1.000                               1.652    1.000
##   Male =~                                                               
##     male              1.000                               0.500    1.000
##   White =~                                                              
##     white             1.000                               0.416    1.000
##   Relationship =~                                                       
##     relation          1.000                               0.483    1.000
##   College =~                                                            
##     college           1.000                               0.464    1.000
##   Income =~                                                             
##     income            1.000                               0.755    1.000
##   Conservatism =~                                                       
##     conserv           1.000                               1.770    1.000
##   NFP_PHY =~                                                            
##     NFP_PHY_01        1.000                               1.190    0.808
##     NFP_PHY_02        0.822    0.035   23.443    0.000    0.978    0.621
##     NFP_PHY_03        0.980    0.040   24.518    0.000    1.167    0.648
##     NFP_PHY_04        0.749    0.030   24.663    0.000    0.891    0.652
##   NFP_PSY =~                                                            
##     NFP_PSY_01        1.000                               0.917    0.624
##     NFP_PSY_02        1.120    0.056   20.047    0.000    1.027    0.659
##     NFP_PSY_03        1.404    0.064   21.958    0.000    1.288    0.771
##     NFP_PSY_04        0.837    0.052   15.975    0.000    0.768    0.492
##   NFP_SOC =~                                                            
##     NFP_SOC_01        1.000                               1.156    0.659
##     NFP_SOC_02        0.982    0.046   21.404    0.000    1.135    0.688
##     NFP_SOC_03        1.181    0.042   27.914    0.000    1.365    0.737
##     NFP_SOC_04        0.647    0.036   18.191    0.000    0.748    0.565
##   NFP_COM =~                                                            
##     NFP_COM_01        1.000                               0.712    0.460
##     NFP_COM_02        1.060    0.074   14.253    0.000    0.754    0.499
##     NFP_COM_03        1.530    0.089   17.178    0.000    1.089    0.728
##     NFP_COM_04        1.604    0.090   17.842    0.000    1.142    0.809
##   NFP_GOV =~                                                            
##     NFP_GOV_01        1.000                               1.138    0.729
##     NFP_GOV_02        1.128    0.040   28.384    0.000    1.284    0.823
##     NFP_GOV_03        1.022    0.032   31.839    0.000    1.163    0.681
##     NFP_GOV_04        1.106    0.040   27.474    0.000    1.259    0.796
##   NFP_ANO =~                                                            
##     NFP_ANO_01        1.000                               1.006    0.531
##     NFP_ANO_02        0.699    0.051   13.618    0.000    0.703    0.477
##     NFP_ANO_03        0.312    0.040    7.735    0.000    0.314    0.235
##     NFP_ANO_04        1.071    0.061   17.447    0.000    1.078    0.663
##   NFP_INF =~                                                            
##     NFP_INF_01        1.000                               0.893    0.633
##     NFP_INF_02        0.874    0.041   21.230    0.000    0.781    0.637
##     NFP_INF_03        0.936    0.042   22.438    0.000    0.836    0.682
##     NFP_INF_04        0.997    0.044   22.829    0.000    0.891    0.651
##   NFP_GEN =~                                                            
##     NFP_GEN_01        1.000                               1.043    0.746
##     NFP_GEN_02        0.948    0.029   32.949    0.000    0.988    0.846
##     NFP_GEN_03        0.954    0.040   23.824    0.000    0.995    0.621
##     NFP_GEN_04        0.909    0.028   32.186    0.000    0.948    0.826
## 
## Covariances:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##  .NFP_SOC_01 ~~                                                         
##    .NFP_SOC_03        0.484    0.063    7.622    0.000    0.484    0.293
##  .NFP_SOC_02 ~~                                                         
##    .NFP_SOC_04        0.272    0.042    6.414    0.000    0.272    0.208
##  .NFP_GOV_01 ~~                                                         
##    .NFP_GOV_03        0.469    0.045   10.524    0.000    0.469    0.351
##  .NFP_GOV_02 ~~                                                         
##    .NFP_GOV_04       -0.139    0.039   -3.585    0.000   -0.139   -0.164
##  .NFP_INF_01 ~~                                                         
##    .NFP_INF_04        0.099    0.034    2.879    0.004    0.099    0.088
##  .NFP_INF_02 ~~                                                         
##    .NFP_INF_03        0.157    0.027    5.869    0.000    0.157    0.185
##  .NFP_ANO_01 ~~                                                         
##    .NFP_ANO_04        0.061    0.079    0.774    0.439    0.061    0.031
##  .NFP_ANO_02 ~~                                                         
##    .NFP_ANO_03        0.625    0.048   12.941    0.000    0.625    0.372
##   Age ~~                                                                
##     Male             -0.037    0.021   -1.748    0.080   -0.044   -0.044
##     White             0.050    0.017    2.835    0.005    0.072    0.072
##     Relationship      0.056    0.020    2.746    0.006    0.070    0.070
##     College           0.054    0.019    2.747    0.006    0.070    0.070
##     Income            0.185    0.032    5.790    0.000    0.148    0.148
##     Conservatism      0.424    0.075    5.658    0.000    0.145    0.145
##     NFP_PHY          -0.337    0.057   -5.939    0.000   -0.171   -0.171
##     NFP_PSY          -0.155    0.045   -3.474    0.001   -0.102   -0.102
##     NFP_SOC          -0.304    0.058   -5.241    0.000   -0.159   -0.159
##     NFP_COM           0.056    0.034    1.661    0.097    0.048    0.048
##     NFP_GOV           0.014    0.051    0.274    0.784    0.008    0.008
##     NFP_ANO          -0.145    0.055   -2.626    0.009   -0.087   -0.087
##     NFP_INF           0.046    0.044    1.040    0.298    0.031    0.031
##     NFP_GEN           0.138    0.047    2.935    0.003    0.080    0.080
##   Male ~~                                                               
##     White             0.005    0.005    0.907    0.365    0.023    0.023
##     Relationship     -0.002    0.006   -0.340    0.734   -0.009   -0.009
##     College           0.009    0.006    1.604    0.109    0.041    0.041
##     Income            0.049    0.010    5.063    0.000    0.130    0.130
##     Conservatism      0.059    0.022    2.629    0.009    0.067    0.067
##     NFP_PHY          -0.081    0.017   -4.741    0.000   -0.136   -0.136
##     NFP_PSY           0.042    0.013    3.139    0.002    0.092    0.092
##     NFP_SOC          -0.040    0.017   -2.312    0.021   -0.069   -0.069
##     NFP_COM           0.027    0.010    2.621    0.009    0.076    0.076
##     NFP_GOV           0.068    0.016    4.322    0.000    0.120    0.120
##     NFP_ANO           0.076    0.017    4.459    0.000    0.151    0.151
##     NFP_INF          -0.014    0.013   -1.086    0.278   -0.032   -0.032
##     NFP_GEN           0.019    0.014    1.360    0.174    0.037    0.037
##   White ~~                                                              
##     Relationship      0.003    0.005    0.657    0.511    0.017    0.017
##     College          -0.020    0.005   -4.109    0.000   -0.105   -0.105
##     Income            0.001    0.008    0.085    0.932    0.002    0.002
##     Conservatism      0.020    0.019    1.054    0.292    0.027    0.027
##     NFP_PHY           0.030    0.014    2.164    0.030    0.062    0.062
##     NFP_PSY          -0.036    0.011   -3.227    0.001   -0.095   -0.095
##     NFP_SOC          -0.005    0.014   -0.353    0.724   -0.010   -0.010
##     NFP_COM          -0.017    0.009   -1.937    0.053   -0.056   -0.056
##     NFP_GOV          -0.018    0.013   -1.411    0.158   -0.039   -0.039
##     NFP_ANO          -0.059    0.014   -4.164    0.000   -0.140   -0.140
##     NFP_INF          -0.037    0.011   -3.326    0.001   -0.100   -0.100
##     NFP_GEN          -0.050    0.012   -4.205    0.000   -0.116   -0.116
##   Relationship ~~                                                       
##     College           0.033    0.006    5.730    0.000    0.147    0.147
##     Income            0.082    0.009    8.629    0.000    0.224    0.224
##     Conservatism      0.068    0.022    3.115    0.002    0.079    0.079
##     NFP_PHY          -0.063    0.016   -3.859    0.000   -0.110   -0.110
##     NFP_PSY          -0.049    0.013   -3.764    0.000   -0.111   -0.111
##     NFP_SOC          -0.127    0.017   -7.340    0.000   -0.227   -0.227
##     NFP_COM          -0.020    0.010   -1.971    0.049   -0.057   -0.057
##     NFP_GOV          -0.015    0.015   -0.986    0.324   -0.027   -0.027
##     NFP_ANO          -0.057    0.016   -3.498    0.000   -0.117   -0.117
##     NFP_INF          -0.042    0.013   -3.257    0.001   -0.098   -0.098
##     NFP_GEN          -0.053    0.014   -3.803    0.000   -0.104   -0.104
##   College ~~                                                            
##     Income            0.119    0.009   12.707    0.000    0.341    0.341
##     Conservatism     -0.050    0.021   -2.401    0.016   -0.061   -0.061
##     NFP_PHY          -0.073    0.016   -4.634    0.000   -0.133   -0.133
##     NFP_PSY          -0.020    0.012   -1.603    0.109   -0.047   -0.047
##     NFP_SOC          -0.084    0.016   -5.187    0.000   -0.157   -0.157
##     NFP_COM          -0.015    0.009   -1.584    0.113   -0.046   -0.046
##     NFP_GOV          -0.041    0.015   -2.835    0.005   -0.078   -0.078
##     NFP_ANO          -0.006    0.015   -0.382    0.702   -0.013   -0.013
##     NFP_INF          -0.055    0.013   -4.414    0.000   -0.134   -0.134
##     NFP_GEN          -0.043    0.013   -3.255    0.001   -0.089   -0.089
##   Income ~~                                                             
##     Conservatism      0.119    0.034    3.498    0.000    0.089    0.089
##     NFP_PHY          -0.171    0.026   -6.581    0.000   -0.191   -0.191
##     NFP_PSY          -0.051    0.020   -2.501    0.012   -0.073   -0.073
##     NFP_SOC          -0.218    0.027   -8.017    0.000   -0.250   -0.250
##     NFP_COM          -0.015    0.015   -0.949    0.342   -0.027   -0.027
##     NFP_GOV          -0.029    0.024   -1.215    0.224   -0.033   -0.033
##     NFP_ANO          -0.027    0.025   -1.068    0.285   -0.035   -0.035
##     NFP_INF          -0.074    0.020   -3.654    0.000   -0.110   -0.110
##     NFP_GEN          -0.053    0.022   -2.460    0.014   -0.067   -0.067
##   Conservatism ~~                                                       
##     NFP_PHY          -0.118    0.060   -1.970    0.049   -0.056   -0.056
##     NFP_PSY           0.076    0.047    1.604    0.109    0.047    0.047
##     NFP_SOC          -0.266    0.062   -4.314    0.000   -0.130   -0.130
##     NFP_COM           0.167    0.037    4.479    0.000    0.133    0.133
##     NFP_GOV           0.463    0.058    8.027    0.000    0.230    0.230
##     NFP_ANO           0.185    0.059    3.108    0.002    0.104    0.104
##     NFP_INF           0.109    0.047    2.295    0.022    0.069    0.069
##     NFP_GEN           0.239    0.051    4.688    0.000    0.129    0.129
##   NFP_PHY ~~                                                            
##     NFP_PSY           0.601    0.045   13.481    0.000    0.550    0.550
##     NFP_SOC           1.062    0.063   16.745    0.000    0.772    0.772
##     NFP_COM           0.189    0.029    6.436    0.000    0.223    0.223
##     NFP_GOV           0.388    0.044    8.773    0.000    0.286    0.286
##     NFP_ANO           0.437    0.049    8.848    0.000    0.365    0.365
##     NFP_INF           0.567    0.043   13.309    0.000    0.533    0.533
##     NFP_GEN           0.439    0.041   10.663    0.000    0.354    0.354
##   NFP_PSY ~~                                                            
##     NFP_SOC           0.778    0.053   14.563    0.000    0.734    0.734
##     NFP_COM           0.168    0.024    6.973    0.000    0.257    0.257
##     NFP_GOV           0.316    0.036    8.724    0.000    0.303    0.303
##     NFP_ANO           0.436    0.043   10.096    0.000    0.473    0.473
##     NFP_INF           0.431    0.036   12.116    0.000    0.526    0.526
##     NFP_GEN           0.390    0.035   11.111    0.000    0.408    0.408
##   NFP_SOC ~~                                                            
##     NFP_COM           0.096    0.028    3.398    0.001    0.117    0.117
##     NFP_GOV           0.210    0.043    4.838    0.000    0.159    0.159
##     NFP_ANO           0.450    0.052    8.736    0.000    0.387    0.387
##     NFP_INF           0.409    0.041    9.966    0.000    0.396    0.396
##     NFP_GEN           0.357    0.042    8.578    0.000    0.296    0.296
##   NFP_COM ~~                                                            
##     NFP_GOV           0.687    0.049   13.924    0.000    0.848    0.848
##     NFP_ANO           0.581    0.048   12.007    0.000    0.812    0.812
##     NFP_INF           0.543    0.040   13.409    0.000    0.854    0.854
##     NFP_GEN           0.592    0.042   13.930    0.000    0.797    0.797
##   NFP_GOV ~~                                                            
##     NFP_ANO           0.868    0.062   13.933    0.000    0.758    0.758
##     NFP_INF           0.725    0.047   15.503    0.000    0.713    0.713
##     NFP_GEN           0.801    0.049   16.488    0.000    0.675    0.675
##   NFP_ANO ~~                                                            
##     NFP_INF           0.661    0.051   13.013    0.000    0.736    0.736
##     NFP_GEN           0.695    0.052   13.311    0.000    0.663    0.663
##   NFP_INF ~~                                                            
##     NFP_GEN           0.817    0.047   17.420    0.000    0.877    0.877
## 
## Variances:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##    .age               0.000                               0.000    0.000
##    .male              0.000                               0.000    0.000
##    .white             0.000                               0.000    0.000
##    .relation          0.000                               0.000    0.000
##    .college           0.000                               0.000    0.000
##    .income            0.000                               0.000    0.000
##    .conserv           0.000                               0.000    0.000
##    .NFP_PHY_01        0.752    0.043   17.400    0.000    0.752    0.347
##    .NFP_PHY_02        1.521    0.062   24.436    0.000    1.521    0.614
##    .NFP_PHY_03        1.879    0.079   23.894    0.000    1.879    0.580
##    .NFP_PHY_04        1.075    0.045   23.814    0.000    1.075    0.575
##    .NFP_PSY_01        1.321    0.056   23.611    0.000    1.321    0.611
##    .NFP_PSY_02        1.374    0.061   22.696    0.000    1.374    0.566
##    .NFP_PSY_03        1.128    0.063   17.873    0.000    1.128    0.405
##    .NFP_PSY_04        1.850    0.072   25.775    0.000    1.850    0.758
##    .NFP_SOC_01        1.742    0.079   21.962    0.000    1.742    0.566
##    .NFP_SOC_02        1.435    0.066   21.873    0.000    1.435    0.527
##    .NFP_SOC_03        1.564    0.081   19.369    0.000    1.564    0.456
##    .NFP_SOC_04        1.195    0.049   24.529    0.000    1.195    0.681
##    .NFP_COM_01        1.893    0.070   26.929    0.000    1.893    0.789
##    .NFP_COM_02        1.716    0.064   26.695    0.000    1.716    0.751
##    .NFP_COM_03        1.050    0.045   23.492    0.000    1.050    0.470
##    .NFP_COM_04        0.687    0.035   19.757    0.000    0.687    0.345
##    .NFP_GOV_01        1.140    0.050   22.939    0.000    1.140    0.468
##    .NFP_GOV_02        0.788    0.049   16.098    0.000    0.788    0.323
##    .NFP_GOV_03        1.565    0.065   24.086    0.000    1.565    0.536
##    .NFP_GOV_04        0.917    0.052   17.489    0.000    0.917    0.367
##    .NFP_ANO_01        2.581    0.116   22.334    0.000    2.581    0.718
##    .NFP_ANO_02        1.677    0.066   25.377    0.000    1.677    0.773
##    .NFP_ANO_03        1.684    0.061   27.402    0.000    1.684    0.945
##    .NFP_ANO_04        1.478    0.086   17.127    0.000    1.478    0.560
##    .NFP_INF_01        1.192    0.049   24.554    0.000    1.192    0.599
##    .NFP_INF_02        0.894    0.037   24.475    0.000    0.894    0.595
##    .NFP_INF_03        0.806    0.034   23.456    0.000    0.806    0.536
##    .NFP_INF_04        1.077    0.045   24.185    0.000    1.077    0.576
##    .NFP_GEN_01        0.868    0.037   23.726    0.000    0.868    0.444
##    .NFP_GEN_02        0.387    0.020   19.375    0.000    0.387    0.284
##    .NFP_GEN_03        1.577    0.061   25.824    0.000    1.577    0.614
##    .NFP_GEN_04        0.418    0.020   20.638    0.000    0.418    0.318
##     Age               2.729    0.098   27.875    0.000    1.000    1.000
##     Male              0.250    0.009   27.875    0.000    1.000    1.000
##     White             0.173    0.006   27.875    0.000    1.000    1.000
##     Relationship      0.233    0.008   27.875    0.000    1.000    1.000
##     College           0.215    0.008   27.875    0.000    1.000    1.000
##     Income            0.570    0.020   27.875    0.000    1.000    1.000
##     Conservatism      3.133    0.112   27.875    0.000    1.000    1.000
##     NFP_PHY           1.416    0.080   17.614    0.000    1.000    1.000
##     NFP_PSY           0.841    0.068   12.325    0.000    1.000    1.000
##     NFP_SOC           1.337    0.103   12.938    0.000    1.000    1.000
##     NFP_COM           0.507    0.056    9.059    0.000    1.000    1.000
##     NFP_GOV           1.296    0.082   15.758    0.000    1.000    1.000
##     NFP_ANO           1.012    0.113    8.934    0.000    1.000    1.000
##     NFP_INF           0.798    0.062   12.950    0.000    1.000    1.000
##     NFP_GEN           1.087    0.066   16.542    0.000    1.000    1.000

Fit not good enough. Let’s use factor scores.

## lavaan 0.6.15 did NOT end normally after 345 iterations
## ** WARNING ** Estimates below are most likely unreliable
## 
##   Estimator                                         ML
##   Optimization method                           NLMINB
##   Number of model parameters                       820
## 
##                                                   Used       Total
##   Number of observations                          1556        1559
## 
## 
## Parameter Estimates:
## 
##   Standard errors                             Standard
##   Information                                 Expected
##   Information saturated (h1) model          Structured
## 
## Latent Variables:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##   Age =~                                                                
##     age               1.000                               1.653    1.000
##   Male =~                                                               
##     male              1.000                               0.500    1.000
##   White =~                                                              
##     white             1.000                               0.416    1.000
##   Relationship =~                                                       
##     relation          1.000                               0.483    1.000
##   College =~                                                            
##     college           1.000                               0.464    1.000
##   Income =~                                                             
##     income            1.000                               0.755    1.000
##   Conservatism =~                                                       
##     conserv           1.000                               1.769    1.000
##   HEX_ALT =~                                                            
##     HEX_ALT_FS        1.000                               0.483    0.678
##   HEX_AGR_FLX =~                                                        
##     HEX_AGR_FLX_FS    1.000                               0.531    0.808
##   HEX_AGR_FOR =~                                                        
##     HEX_AGR_FOR_FS    1.000                               1.273    0.918
##   HEX_AGR_GEN =~                                                        
##     HEX_AGR_GEN_FS    1.000                               0.643    0.862
##   HEX_AGR_PAT =~                                                        
##     HEX_AGR_PAT_FS    1.000                               0.862    0.883
##   HEX_CNS_DIL =~                                                        
##     HEX_CNS_DIL_FS    1.000                               0.601    0.812
##   HEX_CNS_ORG =~                                                        
##     HEX_CNS_ORG_FS    1.000                               0.781    0.887
##   HEX_CNS_PER =~                                                        
##     HEX_CNS_PER_FS    1.000                               0.442    0.771
##   HEX_CNS_PRU =~                                                        
##     HEX_CNS_PRU_FS    1.000                               0.849    0.857
##   HEX_EMO_ANX =~                                                        
##     HEX_EMO_ANX_FS    1.000                               1.148    0.895
##   HEX_EMO_DEP =~                                                        
##     HEX_EMO_DEP_FS    1.000                               0.945    0.869
##   HEX_EMO_FEA =~                                                        
##     HEX_EMO_FEA_FS    1.000                               0.800    0.834
##   HEX_EMO_SEN =~                                                        
##     HEX_EMO_SEN_FS    1.000                               1.012    0.874
##   HEX_EXT_BOL =~                                                        
##     HEX_EXT_BOL_FS    1.000                               0.818    0.875
##   HEX_EXT_LIV =~                                                        
##     HEX_EXT_LIV_FS    1.000                               1.010    0.893
##   HEX_EXT_SOC =~                                                        
##     HEX_EXT_SOC_FS    1.000                               0.894    0.903
##   HEX_EXT_SSE =~                                                        
##     HEX_EXT_SSE_FS    1.000                               0.927    0.875
##   HEX_HOH_FAI =~                                                        
##     HEX_HOH_FAI_FS    1.000                               1.576    0.934
##   HEX_HOH_GRE =~                                                        
##     HEX_HOH_GRE_FS    1.000                               0.597    0.882
##   HEX_HOH_MOD =~                                                        
##     HEX_HOH_MOD_FS    1.000                               0.718    0.865
##   HEX_HOH_SIN =~                                                        
##     HEX_HOH_SIN_FS    1.000                               0.930    0.859
##   HEX_OPN_AES =~                                                        
##     HEX_OPN_AES_FS    1.000                               0.933    0.842
##   HEX_OPN_CRE =~                                                        
##     HEX_OPN_CRE_FS    1.000                               0.704    0.888
##   HEX_OPN_INQ =~                                                        
##     HEX_OPN_INQ_FS    1.000                               0.896    0.864
##   HEX_OPN_UNC =~                                                        
##     HEX_OPN_UNC_FS    1.000                               0.484    0.733
##   NFP_ANO =~                                                            
##     NFP_ANO_FS        1.000                               0.471    0.743
##   NFP_COM =~                                                            
##     NFP_COM_FS        1.000                               0.536    0.851
##   NFP_GEN =~                                                            
##     NFP_GEN_FS        1.000                               0.841    0.880
##   NFP_GOV =~                                                            
##     NFP_GOV_FS        1.000                               1.091    0.924
##   NFP_INF =~                                                            
##     NFP_INF_FS        1.000                               0.545    0.851
##   NFP_PHY =~                                                            
##     NFP_PHY_FS        1.000                               1.008    0.878
##   NFP_PSY =~                                                            
##     NFP_PSY_FS        1.000                               0.699    0.861
##   NFP_SOC =~                                                            
##     NFP_SOC_FS        1.000                               0.841    0.855
## 
## Covariances:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##   Age ~~                                                                
##     Male             -0.038       NA                     -0.046   -0.046
##     White             0.050       NA                      0.072    0.072
##     Relationship      0.057       NA                      0.071    0.071
##     College           0.055       NA                      0.071    0.071
##     Income            0.186       NA                      0.149    0.149
##     Conservatism      0.421       NA                      0.144    0.144
##     HEX_ALT           0.111       NA                      0.139    0.139
##     HEX_AGR_FLX       0.082       NA                      0.093    0.093
##     HEX_AGR_FOR       0.173       NA                      0.082    0.082
##     HEX_AGR_GEN       0.077       NA                      0.072    0.072
##     HEX_AGR_PAT       0.057       NA                      0.040    0.040
##     HEX_CNS_DIL       0.165       NA                      0.166    0.166
##     HEX_CNS_ORG       0.278       NA                      0.216    0.216
##     HEX_CNS_PER       0.056       NA                      0.076    0.076
##     HEX_CNS_PRU       0.272       NA                      0.194    0.194
##     HEX_EMO_ANX      -0.426       NA                     -0.224   -0.224
##     HEX_EMO_DEP      -0.125       NA                     -0.080   -0.080
##     HEX_EMO_FEA      -0.075       NA                     -0.057   -0.057
##     HEX_EMO_SEN       0.122       NA                      0.073    0.073
##     HEX_EXT_BOL       0.217       NA                      0.161    0.161
##     HEX_EXT_LIV       0.394       NA                      0.236    0.236
##     HEX_EXT_SOC       0.073       NA                      0.050    0.050
##     HEX_EXT_SSE       0.388       NA                      0.253    0.253
##     HEX_HOH_FAI       0.714       NA                      0.274    0.274
##     HEX_HOH_GRE       0.134       NA                      0.136    0.136
##     HEX_HOH_MOD       0.123       NA                      0.104    0.104
##     HEX_HOH_SIN       0.300       NA                      0.195    0.195
##     HEX_OPN_AES       0.103       NA                      0.067    0.067
##     HEX_OPN_CRE       0.042       NA                      0.036    0.036
##     HEX_OPN_INQ       0.208       NA                      0.140    0.140
##     HEX_OPN_UNC      -0.066       NA                     -0.083   -0.083
##     NFP_ANO          -0.046       NA                     -0.059   -0.059
##     NFP_COM           0.036       NA                      0.040    0.040
##     NFP_GEN           0.122       NA                      0.088    0.088
##     NFP_GOV          -0.001       NA                     -0.000   -0.000
##     NFP_INF           0.034       NA                      0.038    0.038
##     NFP_PHY          -0.287       NA                     -0.173   -0.173
##     NFP_PSY          -0.119       NA                     -0.103   -0.103
##     NFP_SOC          -0.237       NA                     -0.171   -0.171
##   Male ~~                                                               
##     White             0.005       NA                      0.023    0.023
##     Relationship     -0.002       NA                     -0.010   -0.010
##     College           0.009       NA                      0.039    0.039
##     Income            0.048       NA                      0.128    0.128
##     Conservatism      0.060       NA                      0.067    0.067
##     HEX_ALT          -0.071       NA                     -0.295   -0.295
##     HEX_AGR_FLX       0.025       NA                      0.093    0.093
##     HEX_AGR_FOR       0.077       NA                      0.121    0.121
##     HEX_AGR_GEN       0.024       NA                      0.076    0.076
##     HEX_AGR_PAT       0.042       NA                      0.097    0.097
##     HEX_CNS_DIL       0.007       NA                      0.023    0.023
##     HEX_CNS_ORG      -0.018       NA                     -0.045   -0.045
##     HEX_CNS_PER      -0.008       NA                     -0.038   -0.038
##     HEX_CNS_PRU       0.008       NA                      0.018    0.018
##     HEX_EMO_ANX      -0.171       NA                     -0.298   -0.298
##     HEX_EMO_DEP      -0.103       NA                     -0.219   -0.219
##     HEX_EMO_FEA      -0.184       NA                     -0.460   -0.460
##     HEX_EMO_SEN      -0.183       NA                     -0.363   -0.363
##     HEX_EXT_BOL       0.040       NA                      0.099    0.099
##     HEX_EXT_LIV      -0.001       NA                     -0.003   -0.003
##     HEX_EXT_SOC       0.038       NA                      0.085    0.085
##     HEX_EXT_SSE       0.011       NA                      0.023    0.023
##     HEX_HOH_FAI      -0.091       NA                     -0.116   -0.116
##     HEX_HOH_GRE      -0.028       NA                     -0.095   -0.095
##     HEX_HOH_MOD      -0.068       NA                     -0.190   -0.190
##     HEX_HOH_SIN      -0.009       NA                     -0.019   -0.019
##     HEX_OPN_AES      -0.045       NA                     -0.096   -0.096
##     HEX_OPN_CRE      -0.020       NA                     -0.057   -0.057
##     HEX_OPN_INQ       0.110       NA                      0.245    0.245
##     HEX_OPN_UNC       0.009       NA                      0.037    0.037
##     NFP_ANO           0.040       NA                      0.171    0.171
##     NFP_COM           0.021       NA                      0.078    0.078
##     NFP_GEN           0.016       NA                      0.039    0.039
##     NFP_GOV           0.076       NA                      0.139    0.139
##     NFP_INF          -0.013       NA                     -0.049   -0.049
##     NFP_PHY          -0.072       NA                     -0.143   -0.143
##     NFP_PSY           0.034       NA                      0.097    0.097
##     NFP_SOC          -0.021       NA                     -0.051   -0.051
##   White ~~                                                              
##     Relationship      0.003       NA                      0.016    0.016
##     College          -0.020       NA                     -0.105   -0.105
##     Income            0.001       NA                      0.002    0.002
##     Conservatism      0.020       NA                      0.027    0.027
##     HEX_ALT           0.020       NA                      0.098    0.098
##     HEX_AGR_FLX      -0.017       NA                     -0.076   -0.076
##     HEX_AGR_FOR      -0.028       NA                     -0.053   -0.053
##     HEX_AGR_GEN      -0.005       NA                     -0.020   -0.020
##     HEX_AGR_PAT      -0.017       NA                     -0.048   -0.048
##     HEX_CNS_DIL       0.003       NA                      0.012    0.012
##     HEX_CNS_ORG      -0.001       NA                     -0.004   -0.004
##     HEX_CNS_PER      -0.005       NA                     -0.028   -0.028
##     HEX_CNS_PRU       0.006       NA                      0.016    0.016
##     HEX_EMO_ANX       0.035       NA                      0.074    0.074
##     HEX_EMO_DEP       0.020       NA                      0.052    0.052
##     HEX_EMO_FEA      -0.016       NA                     -0.048   -0.048
##     HEX_EMO_SEN       0.016       NA                      0.037    0.037
##     HEX_EXT_BOL      -0.005       NA                     -0.014   -0.014
##     HEX_EXT_LIV       0.001       NA                      0.003    0.003
##     HEX_EXT_SOC      -0.028       NA                     -0.075   -0.075
##     HEX_EXT_SSE       0.009       NA                      0.023    0.023
##     HEX_HOH_FAI       0.031       NA                      0.047    0.047
##     HEX_HOH_GRE       0.040       NA                      0.162    0.162
##     HEX_HOH_MOD       0.071       NA                      0.239    0.239
##     HEX_HOH_SIN      -0.010       NA                     -0.025   -0.025
##     HEX_OPN_AES      -0.009       NA                     -0.024   -0.024
##     HEX_OPN_CRE      -0.013       NA                     -0.045   -0.045
##     HEX_OPN_INQ       0.034       NA                      0.092    0.092
##     HEX_OPN_UNC      -0.008       NA                     -0.040   -0.040
##     NFP_ANO          -0.031       NA                     -0.158   -0.158
##     NFP_COM          -0.011       NA                     -0.051   -0.051
##     NFP_GEN          -0.042       NA                     -0.120   -0.120
##     NFP_GOV          -0.007       NA                     -0.015   -0.015
##     NFP_INF          -0.019       NA                     -0.083   -0.083
##     NFP_PHY           0.027       NA                      0.064    0.064
##     NFP_PSY          -0.027       NA                     -0.094   -0.094
##     NFP_SOC          -0.006       NA                     -0.018   -0.018
##   Relationship ~~                                                       
##     College           0.033       NA                      0.148    0.148
##     Income            0.082       NA                      0.225    0.225
##     Conservatism      0.067       NA                      0.079    0.079
##     HEX_ALT           0.015       NA                      0.066    0.066
##     HEX_AGR_FLX       0.015       NA                      0.057    0.057
##     HEX_AGR_FOR       0.039       NA                      0.063    0.063
##     HEX_AGR_GEN       0.015       NA                      0.049    0.049
##     HEX_AGR_PAT       0.004       NA                      0.010    0.010
##     HEX_CNS_DIL       0.047       NA                      0.162    0.162
##     HEX_CNS_ORG       0.057       NA                      0.150    0.150
##     HEX_CNS_PER       0.003       NA                      0.014    0.014
##     HEX_CNS_PRU       0.040       NA                      0.098    0.098
##     HEX_EMO_ANX      -0.013       NA                     -0.024   -0.024
##     HEX_EMO_DEP       0.057       NA                      0.125    0.125
##     HEX_EMO_FEA       0.008       NA                      0.020    0.020
##     HEX_EMO_SEN       0.037       NA                      0.076    0.076
##     HEX_EXT_BOL       0.037       NA                      0.093    0.093
##     HEX_EXT_LIV       0.122       NA                      0.251    0.251
##     HEX_EXT_SOC       0.058       NA                      0.134    0.134
##     HEX_EXT_SSE       0.118       NA                      0.263    0.263
##     HEX_HOH_FAI       0.075       NA                      0.099    0.099
##     HEX_HOH_GRE      -0.006       NA                     -0.021   -0.021
##     HEX_HOH_MOD      -0.025       NA                     -0.072   -0.072
##     HEX_HOH_SIN      -0.013       NA                     -0.028   -0.028
##     HEX_OPN_AES      -0.009       NA                     -0.020   -0.020
##     HEX_OPN_CRE      -0.015       NA                     -0.044   -0.044
##     HEX_OPN_INQ       0.002       NA                      0.004    0.004
##     HEX_OPN_UNC      -0.031       NA                     -0.135   -0.135
##     NFP_ANO          -0.026       NA                     -0.115   -0.115
##     NFP_COM          -0.013       NA                     -0.049   -0.049
##     NFP_GEN          -0.044       NA                     -0.110   -0.110
##     NFP_GOV          -0.017       NA                     -0.031   -0.031
##     NFP_INF          -0.025       NA                     -0.095   -0.095
##     NFP_PHY          -0.055       NA                     -0.113   -0.113
##     NFP_PSY          -0.037       NA                     -0.110   -0.110
##     NFP_SOC          -0.085       NA                     -0.210   -0.210
##   College ~~                                                            
##     Income            0.119       NA                      0.341    0.341
##     Conservatism     -0.051       NA                     -0.062   -0.062
##     HEX_ALT          -0.018       NA                     -0.080   -0.080
##     HEX_AGR_FLX       0.008       NA                      0.033    0.033
##     HEX_AGR_FOR       0.020       NA                      0.034    0.034
##     HEX_AGR_GEN      -0.003       NA                     -0.009   -0.009
##     HEX_AGR_PAT       0.018       NA                      0.045    0.045
##     HEX_CNS_DIL       0.026       NA                      0.093    0.093
##     HEX_CNS_ORG       0.016       NA                      0.045    0.045
##     HEX_CNS_PER      -0.006       NA                     -0.031   -0.031
##     HEX_CNS_PRU       0.025       NA                      0.064    0.064
##     HEX_EMO_ANX      -0.073       NA                     -0.137   -0.137
##     HEX_EMO_DEP       0.011       NA                      0.026    0.026
##     HEX_EMO_FEA      -0.025       NA                     -0.067   -0.067
##     HEX_EMO_SEN      -0.025       NA                     -0.054   -0.054
##     HEX_EXT_BOL       0.081       NA                      0.214    0.214
##     HEX_EXT_LIV       0.076       NA                      0.162    0.162
##     HEX_EXT_SOC       0.072       NA                      0.172    0.172
##     HEX_EXT_SSE       0.081       NA                      0.189    0.189
##     HEX_HOH_FAI       0.043       NA                      0.058    0.058
##     HEX_HOH_GRE      -0.031       NA                     -0.114   -0.114
##     HEX_HOH_MOD      -0.086       NA                     -0.258   -0.258
##     HEX_HOH_SIN      -0.049       NA                     -0.114   -0.114
##     HEX_OPN_AES       0.039       NA                      0.090    0.090
##     HEX_OPN_CRE       0.011       NA                      0.035    0.035
##     HEX_OPN_INQ       0.057       NA                      0.138    0.138
##     HEX_OPN_UNC       0.003       NA                      0.012    0.012
##     NFP_ANO           0.006       NA                      0.029    0.029
##     NFP_COM          -0.014       NA                     -0.055   -0.055
##     NFP_GEN          -0.037       NA                     -0.096   -0.096
##     NFP_GOV          -0.040       NA                     -0.079   -0.079
##     NFP_INF          -0.034       NA                     -0.132   -0.132
##     NFP_PHY          -0.061       NA                     -0.131   -0.131
##     NFP_PSY          -0.014       NA                     -0.044   -0.044
##     NFP_SOC          -0.060       NA                     -0.154   -0.154
##   Income ~~                                                             
##     Conservatism      0.118       NA                      0.089    0.089
##     HEX_ALT          -0.035       NA                     -0.096   -0.096
##     HEX_AGR_FLX       0.011       NA                      0.027    0.027
##     HEX_AGR_FOR       0.072       NA                      0.075    0.075
##     HEX_AGR_GEN      -0.006       NA                     -0.012   -0.012
##     HEX_AGR_PAT       0.037       NA                      0.057    0.057
##     HEX_CNS_DIL       0.118       NA                      0.261    0.261
##     HEX_CNS_ORG       0.108       NA                      0.183    0.183
##     HEX_CNS_PER       0.017       NA                      0.052    0.052
##     HEX_CNS_PRU       0.101       NA                      0.158    0.158
##     HEX_EMO_ANX      -0.206       NA                     -0.238   -0.238
##     HEX_EMO_DEP       0.013       NA                      0.019    0.019
##     HEX_EMO_FEA      -0.080       NA                     -0.133   -0.133
##     HEX_EMO_SEN      -0.058       NA                     -0.076   -0.076
##     HEX_EXT_BOL       0.176       NA                      0.286    0.286
##     HEX_EXT_LIV       0.227       NA                      0.298    0.298
##     HEX_EXT_SOC       0.151       NA                      0.224    0.224
##     HEX_EXT_SSE       0.235       NA                      0.337    0.337
##     HEX_HOH_FAI       0.159       NA                      0.133    0.133
##     HEX_HOH_GRE      -0.083       NA                     -0.184   -0.184
##     HEX_HOH_MOD      -0.131       NA                     -0.242   -0.242
##     HEX_HOH_SIN      -0.075       NA                     -0.106   -0.106
##     HEX_OPN_AES      -0.018       NA                     -0.025   -0.025
##     HEX_OPN_CRE      -0.006       NA                     -0.011   -0.011
##     HEX_OPN_INQ       0.095       NA                      0.141    0.141
##     HEX_OPN_UNC      -0.033       NA                     -0.091   -0.091
##     NFP_ANO          -0.010       NA                     -0.028   -0.028
##     NFP_COM          -0.015       NA                     -0.037   -0.037
##     NFP_GEN          -0.046       NA                     -0.073   -0.073
##     NFP_GOV          -0.030       NA                     -0.036   -0.036
##     NFP_INF          -0.047       NA                     -0.115   -0.115
##     NFP_PHY          -0.144       NA                     -0.190   -0.190
##     NFP_PSY          -0.037       NA                     -0.070   -0.070
##     NFP_SOC          -0.156       NA                     -0.246   -0.246
##   Conservatism ~~                                                       
##     HEX_ALT          -0.172       NA                     -0.201   -0.201
##     HEX_AGR_FLX       0.022       NA                      0.023    0.023
##     HEX_AGR_FOR       0.256       NA                      0.114    0.114
##     HEX_AGR_GEN       0.057       NA                      0.050    0.050
##     HEX_AGR_PAT       0.058       NA                      0.038    0.038
##     HEX_CNS_DIL       0.169       NA                      0.159    0.159
##     HEX_CNS_ORG       0.201       NA                      0.145    0.145
##     HEX_CNS_PER       0.013       NA                      0.016    0.016
##     HEX_CNS_PRU       0.094       NA                      0.063    0.063
##     HEX_EMO_ANX      -0.412       NA                     -0.203   -0.203
##     HEX_EMO_DEP      -0.092       NA                     -0.055   -0.055
##     HEX_EMO_FEA      -0.146       NA                     -0.103   -0.103
##     HEX_EMO_SEN      -0.146       NA                     -0.081   -0.081
##     HEX_EXT_BOL       0.134       NA                      0.093    0.093
##     HEX_EXT_LIV       0.387       NA                      0.216    0.216
##     HEX_EXT_SOC       0.213       NA                      0.135    0.135
##     HEX_EXT_SSE       0.267       NA                      0.163    0.163
##     HEX_HOH_FAI       0.475       NA                      0.170    0.170
##     HEX_HOH_GRE      -0.102       NA                     -0.096   -0.096
##     HEX_HOH_MOD      -0.203       NA                     -0.160   -0.160
##     HEX_HOH_SIN       0.117       NA                      0.071    0.071
##     HEX_OPN_AES      -0.364       NA                     -0.220   -0.220
##     HEX_OPN_CRE      -0.162       NA                     -0.130   -0.130
##     HEX_OPN_INQ      -0.115       NA                     -0.073   -0.073
##     HEX_OPN_UNC      -0.324       NA                     -0.379   -0.379
##     NFP_ANO           0.093       NA                      0.112    0.112
##     NFP_COM           0.132       NA                      0.139    0.139
##     NFP_GEN           0.203       NA                      0.136    0.136
##     NFP_GOV           0.360       NA                      0.186    0.186
##     NFP_INF           0.053       NA                      0.055    0.055
##     NFP_PHY          -0.105       NA                     -0.059   -0.059
##     NFP_PSY           0.058       NA                      0.047    0.047
##     NFP_SOC          -0.192       NA                     -0.129   -0.129
##   HEX_ALT ~~                                                            
##     HEX_AGR_FLX       0.116       NA                      0.452    0.452
##     HEX_AGR_FOR       0.236       NA                      0.384    0.384
##     HEX_AGR_GEN       0.177       NA                      0.569    0.569
##     HEX_AGR_PAT       0.162       NA                      0.390    0.390
##     HEX_CNS_DIL       0.136       NA                      0.470    0.470
##     HEX_CNS_ORG       0.099       NA                      0.264    0.264
##     HEX_CNS_PER       0.120       NA                      0.562    0.562
##     HEX_CNS_PRU       0.141       NA                      0.343    0.343
##     HEX_EMO_ANX       0.114       NA                      0.206    0.206
##     HEX_EMO_DEP       0.185       NA                      0.406    0.406
##     HEX_EMO_FEA       0.143       NA                      0.371    0.371
##     HEX_EMO_SEN       0.450       NA                      0.923    0.923
##     HEX_EXT_BOL       0.042       NA                      0.107    0.107
##     HEX_EXT_LIV       0.145       NA                      0.297    0.297
##     HEX_EXT_SOC       0.133       NA                      0.308    0.308
##     HEX_EXT_SSE       0.117       NA                      0.262    0.262
##     HEX_HOH_FAI       0.371       NA                      0.488    0.488
##     HEX_HOH_GRE       0.050       NA                      0.172    0.172
##     HEX_HOH_MOD       0.198       NA                      0.572    0.572
##     HEX_HOH_SIN       0.149       NA                      0.332    0.332
##     HEX_OPN_AES       0.214       NA                      0.474    0.474
##     HEX_OPN_CRE       0.137       NA                      0.403    0.403
##     HEX_OPN_INQ       0.107       NA                      0.248    0.248
##     HEX_OPN_UNC       0.093       NA                      0.400    0.400
##     NFP_ANO          -0.097       NA                     -0.425   -0.425
##     NFP_COM           0.011       NA                      0.042    0.042
##     NFP_GEN           0.032       NA                      0.080    0.080
##     NFP_GOV          -0.061       NA                     -0.115   -0.115
##     NFP_INF           0.047       NA                      0.179    0.179
##     NFP_PHY          -0.055       NA                     -0.114   -0.114
##     NFP_PSY          -0.142       NA                     -0.421   -0.421
##     NFP_SOC          -0.169       NA                     -0.416   -0.416
##   HEX_AGR_FLX ~~                                                        
##     HEX_AGR_FOR       0.368       NA                      0.544    0.544
##     HEX_AGR_GEN       0.247       NA                      0.722    0.722
##     HEX_AGR_PAT       0.308       NA                      0.673    0.673
##     HEX_CNS_DIL       0.099       NA                      0.310    0.310
##     HEX_CNS_ORG       0.135       NA                      0.325    0.325
##     HEX_CNS_PER       0.044       NA                      0.187    0.187
##     HEX_CNS_PRU       0.137       NA                      0.304    0.304
##     HEX_EMO_ANX      -0.221       NA                     -0.363   -0.363
##     HEX_EMO_DEP      -0.032       NA                     -0.065   -0.065
##     HEX_EMO_FEA      -0.069       NA                     -0.163   -0.163
##     HEX_EMO_SEN       0.065       NA                      0.122    0.122
##     HEX_EXT_BOL       0.070       NA                      0.161    0.161
##     HEX_EXT_LIV       0.234       NA                      0.437    0.437
##     HEX_EXT_SOC       0.162       NA                      0.342    0.342
##     HEX_EXT_SSE       0.178       NA                      0.361    0.361
##     HEX_HOH_FAI       0.313       NA                      0.375    0.375
##     HEX_HOH_GRE       0.055       NA                      0.175    0.175
##     HEX_HOH_MOD       0.070       NA                      0.184    0.184
##     HEX_HOH_SIN       0.160       NA                      0.325    0.325
##     HEX_OPN_AES       0.135       NA                      0.272    0.272
##     HEX_OPN_CRE       0.084       NA                      0.224    0.224
##     HEX_OPN_INQ       0.097       NA                      0.203    0.203
##     HEX_OPN_UNC       0.050       NA                      0.195    0.195
##     NFP_ANO          -0.071       NA                     -0.284   -0.284
##     NFP_COM          -0.020       NA                     -0.072   -0.072
##     NFP_GEN          -0.005       NA                     -0.011   -0.011
##     NFP_GOV          -0.073       NA                     -0.126   -0.126
##     NFP_INF          -0.039       NA                     -0.136   -0.136
##     NFP_PHY          -0.243       NA                     -0.454   -0.454
##     NFP_PSY          -0.128       NA                     -0.346   -0.346
##     NFP_SOC          -0.205       NA                     -0.459   -0.459
##   HEX_AGR_FOR ~~                                                        
##     HEX_AGR_GEN       0.530       NA                      0.647    0.647
##     HEX_AGR_PAT       0.605       NA                      0.552    0.552
##     HEX_CNS_DIL       0.145       NA                      0.189    0.189
##     HEX_CNS_ORG       0.098       NA                      0.099    0.099
##     HEX_CNS_PER       0.030       NA                      0.053    0.053
##     HEX_CNS_PRU       0.083       NA                      0.077    0.077
##     HEX_EMO_ANX      -0.633       NA                     -0.433   -0.433
##     HEX_EMO_DEP       0.041       NA                      0.034    0.034
##     HEX_EMO_FEA      -0.207       NA                     -0.203   -0.203
##     HEX_EMO_SEN       0.212       NA                      0.165    0.165
##     HEX_EXT_BOL       0.269       NA                      0.258    0.258
##     HEX_EXT_LIV       0.550       NA                      0.428    0.428
##     HEX_EXT_SOC       0.490       NA                      0.430    0.430
##     HEX_EXT_SSE       0.432       NA                      0.367    0.367
##     HEX_HOH_FAI       0.608       NA                      0.303    0.303
##     HEX_HOH_GRE       0.060       NA                      0.079    0.079
##     HEX_HOH_MOD      -0.000       NA                     -0.000   -0.000
##     HEX_HOH_SIN       0.338       NA                      0.286    0.286
##     HEX_OPN_AES       0.194       NA                      0.164    0.164
##     HEX_OPN_CRE       0.125       NA                      0.139    0.139
##     HEX_OPN_INQ       0.199       NA                      0.175    0.175
##     HEX_OPN_UNC       0.046       NA                      0.074    0.074
##     NFP_ANO          -0.042       NA                     -0.069   -0.069
##     NFP_COM           0.025       NA                      0.036    0.036
##     NFP_GEN          -0.021       NA                     -0.019   -0.019
##     NFP_GOV           0.017       NA                      0.012    0.012
##     NFP_INF          -0.077       NA                     -0.111   -0.111
##     NFP_PHY          -0.538       NA                     -0.419   -0.419
##     NFP_PSY          -0.204       NA                     -0.229   -0.229
##     NFP_SOC          -0.448       NA                     -0.418   -0.418
##   HEX_AGR_GEN ~~                                                        
##     HEX_AGR_PAT       0.356       NA                      0.643    0.643
##     HEX_CNS_DIL       0.095       NA                      0.245    0.245
##     HEX_CNS_ORG       0.065       NA                      0.130    0.130
##     HEX_CNS_PER       0.048       NA                      0.168    0.168
##     HEX_CNS_PRU       0.069       NA                      0.127    0.127
##     HEX_EMO_ANX      -0.227       NA                     -0.307   -0.307
##     HEX_EMO_DEP      -0.038       NA                     -0.063   -0.063
##     HEX_EMO_FEA      -0.048       NA                     -0.094   -0.094
##     HEX_EMO_SEN       0.166       NA                      0.255    0.255
##     HEX_EXT_BOL       0.062       NA                      0.117    0.117
##     HEX_EXT_LIV       0.241       NA                      0.371    0.371
##     HEX_EXT_SOC       0.198       NA                      0.345    0.345
##     HEX_EXT_SSE       0.169       NA                      0.284    0.284
##     HEX_HOH_FAI       0.277       NA                      0.273    0.273
##     HEX_HOH_GRE       0.048       NA                      0.124    0.124
##     HEX_HOH_MOD       0.087       NA                      0.188    0.188
##     HEX_HOH_SIN       0.185       NA                      0.310    0.310
##     HEX_OPN_AES       0.133       NA                      0.222    0.222
##     HEX_OPN_CRE       0.075       NA                      0.165    0.165
##     HEX_OPN_INQ       0.120       NA                      0.208    0.208
##     HEX_OPN_UNC       0.072       NA                      0.232    0.232
##     NFP_ANO          -0.020       NA                     -0.065   -0.065
##     NFP_COM           0.014       NA                      0.040    0.040
##     NFP_GEN           0.031       NA                      0.057    0.057
##     NFP_GOV           0.039       NA                      0.056    0.056
##     NFP_INF          -0.005       NA                     -0.013   -0.013
##     NFP_PHY          -0.198       NA                     -0.305   -0.305
##     NFP_PSY          -0.067       NA                     -0.149   -0.149
##     NFP_SOC          -0.170       NA                     -0.314   -0.314
##   HEX_AGR_PAT ~~                                                        
##     HEX_CNS_DIL       0.118       NA                      0.229    0.229
##     HEX_CNS_ORG       0.117       NA                      0.173    0.173
##     HEX_CNS_PER       0.069       NA                      0.181    0.181
##     HEX_CNS_PRU       0.263       NA                      0.360    0.360
##     HEX_EMO_ANX      -0.392       NA                     -0.396   -0.396
##     HEX_EMO_DEP      -0.140       NA                     -0.173   -0.173
##     HEX_EMO_FEA      -0.132       NA                     -0.192   -0.192
##     HEX_EMO_SEN       0.010       NA                      0.011    0.011
##     HEX_EXT_BOL       0.095       NA                      0.134    0.134
##     HEX_EXT_LIV       0.339       NA                      0.389    0.389
##     HEX_EXT_SOC       0.166       NA                      0.215    0.215
##     HEX_EXT_SSE       0.279       NA                      0.350    0.350
##     HEX_HOH_FAI       0.379       NA                      0.279    0.279
##     HEX_HOH_GRE       0.080       NA                      0.155    0.155
##     HEX_HOH_MOD       0.058       NA                      0.093    0.093
##     HEX_HOH_SIN       0.201       NA                      0.250    0.250
##     HEX_OPN_AES       0.163       NA                      0.202    0.202
##     HEX_OPN_CRE       0.092       NA                      0.151    0.151
##     HEX_OPN_INQ       0.164       NA                      0.212    0.212
##     HEX_OPN_UNC       0.069       NA                      0.166    0.166
##     NFP_ANO          -0.054       NA                     -0.133   -0.133
##     NFP_COM           0.007       NA                      0.016    0.016
##     NFP_GEN           0.035       NA                      0.048    0.048
##     NFP_GOV           0.027       NA                      0.029    0.029
##     NFP_INF          -0.004       NA                     -0.008   -0.008
##     NFP_PHY          -0.247       NA                     -0.285   -0.285
##     NFP_PSY          -0.062       NA                     -0.103   -0.103
##     NFP_SOC          -0.219       NA                     -0.302   -0.302
##   HEX_CNS_DIL ~~                                                        
##     HEX_CNS_ORG       0.320       NA                      0.683    0.683
##     HEX_CNS_PER       0.216       NA                      0.814    0.814
##     HEX_CNS_PRU       0.346       NA                      0.679    0.679
##     HEX_EMO_ANX      -0.173       NA                     -0.251   -0.251
##     HEX_EMO_DEP       0.019       NA                      0.034    0.034
##     HEX_EMO_FEA      -0.069       NA                     -0.144   -0.144
##     HEX_EMO_SEN       0.142       NA                      0.233    0.233
##     HEX_EXT_BOL       0.251       NA                      0.510    0.510
##     HEX_EXT_LIV       0.385       NA                      0.634    0.634
##     HEX_EXT_SOC       0.184       NA                      0.343    0.343
##     HEX_EXT_SSE       0.381       NA                      0.685    0.685
##     HEX_HOH_FAI       0.459       NA                      0.485    0.485
##     HEX_HOH_GRE      -0.021       NA                     -0.060   -0.060
##     HEX_HOH_MOD      -0.011       NA                     -0.025   -0.025
##     HEX_HOH_SIN       0.125       NA                      0.224    0.224
##     HEX_OPN_AES       0.147       NA                      0.262    0.262
##     HEX_OPN_CRE       0.121       NA                      0.285    0.285
##     HEX_OPN_INQ       0.185       NA                      0.344    0.344
##     HEX_OPN_UNC       0.040       NA                      0.139    0.139
##     NFP_ANO          -0.057       NA                     -0.200   -0.200
##     NFP_COM           0.054       NA                      0.168    0.168
##     NFP_GEN           0.091       NA                      0.180    0.180
##     NFP_GOV           0.022       NA                      0.034    0.034
##     NFP_INF           0.041       NA                      0.124    0.124
##     NFP_PHY          -0.129       NA                     -0.213   -0.213
##     NFP_PSY          -0.122       NA                     -0.291   -0.291
##     NFP_SOC          -0.228       NA                     -0.451   -0.451
##   HEX_CNS_ORG ~~                                                        
##     HEX_CNS_PER       0.202       NA                      0.585    0.585
##     HEX_CNS_PRU       0.455       NA                      0.687    0.687
##     HEX_EMO_ANX      -0.211       NA                     -0.235   -0.235
##     HEX_EMO_DEP      -0.054       NA                     -0.073   -0.073
##     HEX_EMO_FEA      -0.018       NA                     -0.029   -0.029
##     HEX_EMO_SEN       0.056       NA                      0.071    0.071
##     HEX_EXT_BOL       0.141       NA                      0.222    0.222
##     HEX_EXT_LIV       0.373       NA                      0.473    0.473
##     HEX_EXT_SOC       0.088       NA                      0.126    0.126
##     HEX_EXT_SSE       0.375       NA                      0.519    0.519
##     HEX_HOH_FAI       0.464       NA                      0.377    0.377
##     HEX_HOH_GRE       0.003       NA                      0.007    0.007
##     HEX_HOH_MOD       0.034       NA                      0.060    0.060
##     HEX_HOH_SIN       0.173       NA                      0.239    0.239
##     HEX_OPN_AES       0.072       NA                      0.099    0.099
##     HEX_OPN_CRE       0.019       NA                      0.034    0.034
##     HEX_OPN_INQ       0.083       NA                      0.118    0.118
##     HEX_OPN_UNC      -0.037       NA                     -0.098   -0.098
##     NFP_ANO          -0.084       NA                     -0.228   -0.228
##     NFP_COM           0.030       NA                      0.071    0.071
##     NFP_GEN           0.076       NA                      0.115    0.115
##     NFP_GOV          -0.021       NA                     -0.025   -0.025
##     NFP_INF           0.037       NA                      0.088    0.088
##     NFP_PHY          -0.100       NA                     -0.127   -0.127
##     NFP_PSY          -0.102       NA                     -0.186   -0.186
##     NFP_SOC          -0.210       NA                     -0.320   -0.320
##   HEX_CNS_PER ~~                                                        
##     HEX_CNS_PRU       0.232       NA                      0.618    0.618
##     HEX_EMO_ANX       0.048       NA                      0.094    0.094
##     HEX_EMO_DEP       0.012       NA                      0.030    0.030
##     HEX_EMO_FEA       0.047       NA                      0.134    0.134
##     HEX_EMO_SEN       0.162       NA                      0.363    0.363
##     HEX_EXT_BOL       0.034       NA                      0.093    0.093
##     HEX_EXT_LIV       0.096       NA                      0.214    0.214
##     HEX_EXT_SOC       0.019       NA                      0.049    0.049
##     HEX_EXT_SSE       0.114       NA                      0.278    0.278
##     HEX_HOH_FAI       0.285       NA                      0.409    0.409
##     HEX_HOH_GRE       0.003       NA                      0.012    0.012
##     HEX_HOH_MOD       0.033       NA                      0.104    0.104
##     HEX_HOH_SIN       0.114       NA                      0.277    0.277
##     HEX_OPN_AES       0.129       NA                      0.313    0.313
##     HEX_OPN_CRE       0.092       NA                      0.296    0.296
##     HEX_OPN_INQ       0.108       NA                      0.272    0.272
##     HEX_OPN_UNC       0.054       NA                      0.250    0.250
##     NFP_ANO          -0.022       NA                     -0.105   -0.105
##     NFP_COM           0.050       NA                      0.209    0.209
##     NFP_GEN           0.132       NA                      0.354    0.354
##     NFP_GOV           0.055       NA                      0.114    0.114
##     NFP_INF           0.080       NA                      0.330    0.330
##     NFP_PHY           0.042       NA                      0.094    0.094
##     NFP_PSY          -0.022       NA                     -0.070   -0.070
##     NFP_SOC          -0.041       NA                     -0.111   -0.111
##   HEX_CNS_PRU ~~                                                        
##     HEX_EMO_ANX      -0.174       NA                     -0.179   -0.179
##     HEX_EMO_DEP      -0.172       NA                     -0.214   -0.214
##     HEX_EMO_FEA      -0.014       NA                     -0.020   -0.020
##     HEX_EMO_SEN       0.016       NA                      0.019    0.019
##     HEX_EXT_BOL       0.070       NA                      0.101    0.101
##     HEX_EXT_LIV       0.256       NA                      0.299    0.299
##     HEX_EXT_SOC      -0.082       NA                     -0.108   -0.108
##     HEX_EXT_SSE       0.328       NA                      0.417    0.417
##     HEX_HOH_FAI       0.512       NA                      0.383    0.383
##     HEX_HOH_GRE       0.055       NA                      0.109    0.109
##     HEX_HOH_MOD       0.144       NA                      0.236    0.236
##     HEX_HOH_SIN       0.261       NA                      0.330    0.330
##     HEX_OPN_AES       0.132       NA                      0.166    0.166
##     HEX_OPN_CRE       0.037       NA                      0.063    0.063
##     HEX_OPN_INQ       0.169       NA                      0.222    0.222
##     HEX_OPN_UNC       0.013       NA                      0.031    0.031
##     NFP_ANO          -0.100       NA                     -0.250   -0.250
##     NFP_COM           0.037       NA                      0.082    0.082
##     NFP_GEN           0.071       NA                      0.100    0.100
##     NFP_GOV          -0.014       NA                     -0.015   -0.015
##     NFP_INF           0.078       NA                      0.168    0.168
##     NFP_PHY          -0.040       NA                     -0.047   -0.047
##     NFP_PSY          -0.064       NA                     -0.107   -0.107
##     NFP_SOC          -0.132       NA                     -0.184   -0.184
##   HEX_EMO_ANX ~~                                                        
##     HEX_EMO_DEP       0.402       NA                      0.370    0.370
##     HEX_EMO_FEA       0.585       NA                      0.636    0.636
##     HEX_EMO_SEN       0.427       NA                      0.368    0.368
##     HEX_EXT_BOL      -0.419       NA                     -0.447   -0.447
##     HEX_EXT_LIV      -0.692       NA                     -0.596   -0.596
##     HEX_EXT_SOC      -0.361       NA                     -0.352   -0.352
##     HEX_EXT_SSE      -0.633       NA                     -0.595   -0.595
##     HEX_HOH_FAI      -0.320       NA                     -0.177   -0.177
##     HEX_HOH_GRE      -0.018       NA                     -0.026   -0.026
##     HEX_HOH_MOD       0.164       NA                      0.199    0.199
##     HEX_HOH_SIN      -0.172       NA                     -0.161   -0.161
##     HEX_OPN_AES      -0.046       NA                     -0.043   -0.043
##     HEX_OPN_CRE      -0.072       NA                     -0.089   -0.089
##     HEX_OPN_INQ      -0.218       NA                     -0.211   -0.211
##     HEX_OPN_UNC       0.004       NA                      0.008    0.008
##     NFP_ANO          -0.042       NA                     -0.078   -0.078
##     NFP_COM          -0.043       NA                     -0.070   -0.070
##     NFP_GEN          -0.012       NA                     -0.012   -0.012
##     NFP_GOV          -0.089       NA                     -0.071   -0.071
##     NFP_INF           0.073       NA                      0.117    0.117
##     NFP_PHY           0.539       NA                      0.466    0.466
##     NFP_PSY           0.102       NA                      0.128    0.128
##     NFP_SOC           0.399       NA                      0.413    0.413
##   HEX_EMO_DEP ~~                                                        
##     HEX_EMO_FEA       0.352       NA                      0.466    0.466
##     HEX_EMO_SEN       0.550       NA                      0.576    0.576
##     HEX_EXT_BOL       0.094       NA                      0.121    0.121
##     HEX_EXT_LIV       0.072       NA                      0.076    0.076
##     HEX_EXT_SOC       0.361       NA                      0.427    0.427
##     HEX_EXT_SSE       0.044       NA                      0.050    0.050
##     HEX_HOH_FAI       0.061       NA                      0.041    0.041
##     HEX_HOH_GRE      -0.080       NA                     -0.142   -0.142
##     HEX_HOH_MOD      -0.042       NA                     -0.062   -0.062
##     HEX_HOH_SIN      -0.172       NA                     -0.196   -0.196
##     HEX_OPN_AES      -0.008       NA                     -0.009   -0.009
##     HEX_OPN_CRE       0.027       NA                      0.040    0.040
##     HEX_OPN_INQ      -0.103       NA                     -0.121   -0.121
##     HEX_OPN_UNC      -0.026       NA                     -0.056   -0.056
##     NFP_ANO          -0.061       NA                     -0.137   -0.137
##     NFP_COM          -0.050       NA                     -0.098   -0.098
##     NFP_GEN          -0.152       NA                     -0.191   -0.191
##     NFP_GOV          -0.159       NA                     -0.154   -0.154
##     NFP_INF          -0.083       NA                     -0.162   -0.162
##     NFP_PHY          -0.104       NA                     -0.109   -0.109
##     NFP_PSY          -0.406       NA                     -0.614   -0.614
##     NFP_SOC          -0.285       NA                     -0.359   -0.359
##   HEX_EMO_FEA ~~                                                        
##     HEX_EMO_SEN       0.399       NA                      0.492    0.492
##     HEX_EXT_BOL      -0.234       NA                     -0.357   -0.357
##     HEX_EXT_LIV      -0.203       NA                     -0.250   -0.250
##     HEX_EXT_SOC      -0.108       NA                     -0.151   -0.151
##     HEX_EXT_SSE      -0.174       NA                     -0.234   -0.234
##     HEX_HOH_FAI       0.140       NA                      0.111    0.111
##     HEX_HOH_GRE      -0.035       NA                     -0.073   -0.073
##     HEX_HOH_MOD       0.096       NA                      0.168    0.168
##     HEX_HOH_SIN      -0.034       NA                     -0.046   -0.046
##     HEX_OPN_AES      -0.038       NA                     -0.051   -0.051
##     HEX_OPN_CRE      -0.050       NA                     -0.089   -0.089
##     HEX_OPN_INQ      -0.234       NA                     -0.326   -0.326
##     HEX_OPN_UNC      -0.078       NA                     -0.203   -0.203
##     NFP_ANO          -0.027       NA                     -0.072   -0.072
##     NFP_COM          -0.013       NA                     -0.029   -0.029
##     NFP_GEN           0.073       NA                      0.108    0.108
##     NFP_GOV          -0.102       NA                     -0.117   -0.117
##     NFP_INF           0.074       NA                      0.169    0.169
##     NFP_PHY           0.289       NA                      0.358    0.358
##     NFP_PSY           0.027       NA                      0.048    0.048
##     NFP_SOC           0.118       NA                      0.175    0.175
##   HEX_EMO_SEN ~~                                                        
##     HEX_EXT_BOL       0.057       NA                      0.069    0.069
##     HEX_EXT_LIV       0.145       NA                      0.142    0.142
##     HEX_EXT_SOC       0.254       NA                      0.281    0.281
##     HEX_EXT_SSE       0.076       NA                      0.081    0.081
##     HEX_HOH_FAI       0.406       NA                      0.254    0.254
##     HEX_HOH_GRE      -0.011       NA                     -0.018   -0.018
##     HEX_HOH_MOD       0.152       NA                      0.210    0.210
##     HEX_HOH_SIN       0.050       NA                      0.053    0.053
##     HEX_OPN_AES       0.250       NA                      0.265    0.265
##     HEX_OPN_CRE       0.165       NA                      0.232    0.232
##     HEX_OPN_INQ       0.042       NA                      0.047    0.047
##     HEX_OPN_UNC       0.075       NA                      0.153    0.153
##     NFP_ANO          -0.098       NA                     -0.205   -0.205
##     NFP_COM           0.019       NA                      0.036    0.036
##     NFP_GEN           0.027       NA                      0.032    0.032
##     NFP_GOV          -0.116       NA                     -0.105   -0.105
##     NFP_INF           0.038       NA                      0.069    0.069
##     NFP_PHY          -0.024       NA                     -0.024   -0.024
##     NFP_PSY          -0.243       NA                     -0.343   -0.343
##     NFP_SOC          -0.200       NA                     -0.235   -0.235
##   HEX_EXT_BOL ~~                                                        
##     HEX_EXT_LIV       0.501       NA                      0.607    0.607
##     HEX_EXT_SOC       0.536       NA                      0.733    0.733
##     HEX_EXT_SSE       0.457       NA                      0.603    0.603
##     HEX_HOH_FAI       0.194       NA                      0.150    0.150
##     HEX_HOH_GRE      -0.097       NA                     -0.200   -0.200
##     HEX_HOH_MOD      -0.226       NA                     -0.385   -0.385
##     HEX_HOH_SIN      -0.073       NA                     -0.097   -0.097
##     HEX_OPN_AES       0.176       NA                      0.230    0.230
##     HEX_OPN_CRE       0.194       NA                      0.336    0.336
##     HEX_OPN_INQ       0.231       NA                      0.315    0.315
##     HEX_OPN_UNC       0.084       NA                      0.212    0.212
##     NFP_ANO          -0.037       NA                     -0.095   -0.095
##     NFP_COM           0.007       NA                      0.016    0.016
##     NFP_GEN          -0.053       NA                     -0.077   -0.077
##     NFP_GOV          -0.019       NA                     -0.021   -0.021
##     NFP_INF          -0.088       NA                     -0.196   -0.196
##     NFP_PHY          -0.412       NA                     -0.500   -0.500
##     NFP_PSY          -0.260       NA                     -0.455   -0.455
##     NFP_SOC          -0.497       NA                     -0.723   -0.723
##   HEX_EXT_LIV ~~                                                        
##     HEX_EXT_SOC       0.572       NA                      0.634    0.634
##     HEX_EXT_SSE       0.864       NA                      0.923    0.923
##     HEX_HOH_FAI       0.621       NA                      0.390    0.390
##     HEX_HOH_GRE      -0.052       NA                     -0.087   -0.087
##     HEX_HOH_MOD      -0.113       NA                     -0.156   -0.156
##     HEX_HOH_SIN       0.118       NA                      0.125    0.125
##     HEX_OPN_AES       0.113       NA                      0.120    0.120
##     HEX_OPN_CRE       0.138       NA                      0.194    0.194
##     HEX_OPN_INQ       0.170       NA                      0.188    0.188
##     HEX_OPN_UNC      -0.008       NA                     -0.017   -0.017
##     NFP_ANO          -0.136       NA                     -0.286   -0.286
##     NFP_COM          -0.030       NA                     -0.056   -0.056
##     NFP_GEN          -0.073       NA                     -0.086   -0.086
##     NFP_GOV          -0.113       NA                     -0.103   -0.103
##     NFP_INF          -0.101       NA                     -0.183   -0.183
##     NFP_PHY          -0.519       NA                     -0.509   -0.509
##     NFP_PSY          -0.332       NA                     -0.471   -0.471
##     NFP_SOC          -0.662       NA                     -0.779   -0.779
##   HEX_EXT_SOC ~~                                                        
##     HEX_EXT_SSE       0.420       NA                      0.507    0.507
##     HEX_HOH_FAI       0.184       NA                      0.130    0.130
##     HEX_HOH_GRE      -0.154       NA                     -0.288   -0.288
##     HEX_HOH_MOD      -0.210       NA                     -0.328   -0.328
##     HEX_HOH_SIN      -0.118       NA                     -0.142   -0.142
##     HEX_OPN_AES       0.123       NA                      0.147    0.147
##     HEX_OPN_CRE       0.138       NA                      0.219    0.219
##     HEX_OPN_INQ       0.130       NA                      0.162    0.162
##     HEX_OPN_UNC       0.039       NA                      0.089    0.089
##     NFP_ANO          -0.048       NA                     -0.114   -0.114
##     NFP_COM          -0.004       NA                     -0.007   -0.007
##     NFP_GEN          -0.124       NA                     -0.165   -0.165
##     NFP_GOV          -0.070       NA                     -0.071   -0.071
##     NFP_INF          -0.130       NA                     -0.267   -0.267
##     NFP_PHY          -0.588       NA                     -0.653   -0.653
##     NFP_PSY          -0.326       NA                     -0.522   -0.522
##     NFP_SOC          -0.712       NA                     -0.946   -0.946
##   HEX_EXT_SSE ~~                                                        
##     HEX_HOH_FAI       0.553       NA                      0.378    0.378
##     HEX_HOH_GRE      -0.016       NA                     -0.029   -0.029
##     HEX_HOH_MOD      -0.124       NA                     -0.187   -0.187
##     HEX_HOH_SIN       0.119       NA                      0.138    0.138
##     HEX_OPN_AES       0.099       NA                      0.115    0.115
##     HEX_OPN_CRE       0.121       NA                      0.185    0.185
##     HEX_OPN_INQ       0.172       NA                      0.207    0.207
##     HEX_OPN_UNC      -0.002       NA                     -0.005   -0.005
##     NFP_ANO          -0.129       NA                     -0.296   -0.296
##     NFP_COM          -0.010       NA                     -0.021   -0.021
##     NFP_GEN          -0.020       NA                     -0.025   -0.025
##     NFP_GOV          -0.084       NA                     -0.083   -0.083
##     NFP_INF          -0.058       NA                     -0.114   -0.114
##     NFP_PHY          -0.441       NA                     -0.472   -0.472
##     NFP_PSY          -0.297       NA                     -0.458   -0.458
##     NFP_SOC          -0.548       NA                     -0.703   -0.703
##   HEX_HOH_FAI ~~                                                        
##     HEX_HOH_GRE       0.265       NA                      0.281    0.281
##     HEX_HOH_MOD       0.260       NA                      0.229    0.229
##     HEX_HOH_SIN       0.727       NA                      0.496    0.496
##     HEX_OPN_AES       0.220       NA                      0.150    0.150
##     HEX_OPN_CRE       0.140       NA                      0.126    0.126
##     HEX_OPN_INQ       0.211       NA                      0.149    0.149
##     HEX_OPN_UNC      -0.074       NA                     -0.097   -0.097
##     NFP_ANO          -0.181       NA                     -0.244   -0.244
##     NFP_COM           0.099       NA                      0.117    0.117
##     NFP_GEN           0.196       NA                      0.148    0.148
##     NFP_GOV          -0.100       NA                     -0.058   -0.058
##     NFP_INF           0.073       NA                      0.086    0.086
##     NFP_PHY          -0.319       NA                     -0.201   -0.201
##     NFP_PSY          -0.259       NA                     -0.235   -0.235
##     NFP_SOC          -0.404       NA                     -0.305   -0.305
##   HEX_HOH_GRE ~~                                                        
##     HEX_HOH_MOD       0.244       NA                      0.570    0.570
##     HEX_HOH_SIN       0.241       NA                      0.433    0.433
##     HEX_OPN_AES       0.010       NA                      0.019    0.019
##     HEX_OPN_CRE      -0.018       NA                     -0.042   -0.042
##     HEX_OPN_INQ       0.010       NA                      0.019    0.019
##     HEX_OPN_UNC       0.004       NA                      0.014    0.014
##     NFP_ANO          -0.024       NA                     -0.087   -0.087
##     NFP_COM           0.020       NA                      0.061    0.061
##     NFP_GEN          -0.013       NA                     -0.025   -0.025
##     NFP_GOV          -0.005       NA                     -0.007   -0.007
##     NFP_INF           0.005       NA                      0.016    0.016
##     NFP_PHY           0.026       NA                      0.043    0.043
##     NFP_PSY          -0.023       NA                     -0.054   -0.054
##     NFP_SOC           0.042       NA                      0.084    0.084
##   HEX_HOH_MOD ~~                                                        
##     HEX_HOH_SIN       0.255       NA                      0.382    0.382
##     HEX_OPN_AES       0.056       NA                      0.083    0.083
##     HEX_OPN_CRE      -0.022       NA                     -0.043   -0.043
##     HEX_OPN_INQ      -0.008       NA                     -0.012   -0.012
##     HEX_OPN_UNC       0.025       NA                      0.073    0.073
##     NFP_ANO          -0.092       NA                     -0.271   -0.271
##     NFP_COM          -0.004       NA                     -0.009   -0.009
##     NFP_GEN          -0.030       NA                     -0.049   -0.049
##     NFP_GOV          -0.033       NA                     -0.042   -0.042
##     NFP_INF           0.058       NA                      0.149    0.149
##     NFP_PHY           0.088       NA                      0.122    0.122
##     NFP_PSY          -0.036       NA                     -0.072   -0.072
##     NFP_SOC           0.083       NA                      0.138    0.138
##   HEX_HOH_SIN ~~                                                        
##     HEX_OPN_AES       0.129       NA                      0.149    0.149
##     HEX_OPN_CRE       0.073       NA                      0.112    0.112
##     HEX_OPN_INQ       0.052       NA                      0.062    0.062
##     HEX_OPN_UNC       0.036       NA                      0.080    0.080
##     NFP_ANO          -0.039       NA                     -0.089   -0.089
##     NFP_COM           0.100       NA                      0.201    0.201
##     NFP_GEN           0.157       NA                      0.201    0.201
##     NFP_GOV           0.094       NA                      0.093    0.093
##     NFP_INF           0.067       NA                      0.131    0.131
##     NFP_PHY          -0.075       NA                     -0.080   -0.080
##     NFP_PSY          -0.031       NA                     -0.047   -0.047
##     NFP_SOC          -0.014       NA                     -0.018   -0.018
##   HEX_OPN_AES ~~                                                        
##     HEX_OPN_CRE       0.507       NA                      0.772    0.772
##     HEX_OPN_INQ       0.570       NA                      0.681    0.681
##     HEX_OPN_UNC       0.335       NA                      0.742    0.742
##     NFP_ANO          -0.009       NA                     -0.021   -0.021
##     NFP_COM           0.056       NA                      0.113    0.113
##     NFP_GEN           0.112       NA                      0.142    0.142
##     NFP_GOV           0.054       NA                      0.053    0.053
##     NFP_INF           0.037       NA                      0.073    0.073
##     NFP_PHY          -0.113       NA                     -0.120   -0.120
##     NFP_PSY          -0.087       NA                     -0.133   -0.133
##     NFP_SOC          -0.098       NA                     -0.124   -0.124
##   HEX_OPN_CRE ~~                                                        
##     HEX_OPN_INQ       0.298       NA                      0.472    0.472
##     HEX_OPN_UNC       0.214       NA                      0.629    0.629
##     NFP_ANO           0.014       NA                      0.042    0.042
##     NFP_COM           0.038       NA                      0.101    0.101
##     NFP_GEN           0.089       NA                      0.150    0.150
##     NFP_GOV           0.063       NA                      0.082    0.082
##     NFP_INF           0.024       NA                      0.064    0.064
##     NFP_PHY          -0.083       NA                     -0.117   -0.117
##     NFP_PSY          -0.094       NA                     -0.190   -0.190
##     NFP_SOC          -0.112       NA                     -0.189   -0.189
##   HEX_OPN_INQ ~~                                                        
##     HEX_OPN_UNC       0.260       NA                      0.600    0.600
##     NFP_ANO           0.046       NA                      0.110    0.110
##     NFP_COM           0.073       NA                      0.151    0.151
##     NFP_GEN           0.086       NA                      0.114    0.114
##     NFP_GOV           0.094       NA                      0.096    0.096
##     NFP_INF           0.012       NA                      0.024    0.024
##     NFP_PHY          -0.178       NA                     -0.197   -0.197
##     NFP_PSY          -0.064       NA                     -0.103   -0.103
##     NFP_SOC          -0.118       NA                     -0.157   -0.157
##   HEX_OPN_UNC ~~                                                        
##     NFP_ANO           0.016       NA                      0.070    0.070
##     NFP_COM           0.013       NA                      0.049    0.049
##     NFP_GEN           0.046       NA                      0.112    0.112
##     NFP_GOV           0.061       NA                      0.116    0.116
##     NFP_INF           0.021       NA                      0.079    0.079
##     NFP_PHY          -0.020       NA                     -0.041   -0.041
##     NFP_PSY          -0.045       NA                     -0.132   -0.132
##     NFP_SOC           0.012       NA                      0.029    0.029
##   NFP_ANO ~~                                                            
##     NFP_COM           0.198       NA                      0.783    0.783
##     NFP_GEN           0.251       NA                      0.632    0.632
##     NFP_GOV           0.374       NA                      0.726    0.726
##     NFP_INF           0.154       NA                      0.598    0.598
##     NFP_PHY           0.151       NA                      0.317    0.317
##     NFP_PSY           0.153       NA                      0.465    0.465
##     NFP_SOC           0.150       NA                      0.378    0.378
##   NFP_COM ~~                                                            
##     NFP_GEN           0.380       NA                      0.844    0.844
##     NFP_GOV           0.503       NA                      0.861    0.861
##     NFP_INF           0.251       NA                      0.857    0.857
##     NFP_PHY           0.123       NA                      0.227    0.227
##     NFP_PSY           0.097       NA                      0.260    0.260
##     NFP_SOC           0.047       NA                      0.105    0.105
##   NFP_GEN ~~                                                            
##     NFP_GOV           0.626       NA                      0.682    0.682
##     NFP_INF           0.411       NA                      0.896    0.896
##     NFP_PHY           0.313       NA                      0.369    0.369
##     NFP_PSY           0.250       NA                      0.425    0.425
##     NFP_SOC           0.204       NA                      0.289    0.289
##   NFP_GOV ~~                                                            
##     NFP_INF           0.400       NA                      0.672    0.672
##     NFP_PHY           0.313       NA                      0.284    0.284
##     NFP_PSY           0.218       NA                      0.285    0.285
##     NFP_SOC           0.150       NA                      0.163    0.163
##   NFP_INF ~~                                                            
##     NFP_PHY           0.282       NA                      0.514    0.514
##     NFP_PSY           0.179       NA                      0.469    0.469
##     NFP_SOC           0.151       NA                      0.329    0.329
##   NFP_PHY ~~                                                            
##     NFP_PSY           0.387       NA                      0.549    0.549
##     NFP_SOC           0.640       NA                      0.755    0.755
##   NFP_PSY ~~                                                            
##     NFP_SOC           0.431       NA                      0.733    0.733
## 
## Variances:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##    .HEX_ALT_FS        0.274                               0.274    0.541
##    .HEX_AGR_FLX_FS    0.150                               0.150    0.347
##    .HEX_AGR_FOR_FS    0.301                               0.301    0.157
##    .HEX_AGR_GEN_FS    0.143                               0.143    0.257
##    .HEX_AGR_PAT_FS    0.210                               0.210    0.220
##    .HEX_CNS_DIL_FS    0.187                               0.187    0.341
##    .HEX_CNS_ORG_FS    0.165                               0.165    0.213
##    .HEX_CNS_PER_FS    0.133                               0.133    0.405
##    .HEX_CNS_PRU_FS    0.261                               0.261    0.266
##    .HEX_EMO_ANX_FS    0.328                               0.328    0.199
##    .HEX_EMO_DEP_FS    0.288                               0.288    0.244
##    .HEX_EMO_FEA_FS    0.280                               0.280    0.304
##    .HEX_EMO_SEN_FS    0.316                               0.316    0.236
##    .HEX_EXT_BOL_FS    0.205                               0.205    0.235
##    .HEX_EXT_LIV_FS    0.260                               0.260    0.203
##    .HEX_EXT_SOC_FS    0.182                               0.182    0.185
##    .HEX_EXT_SSE_FS    0.264                               0.264    0.235
##    .HEX_HOH_FAI_FS    0.364                               0.364    0.128
##    .HEX_HOH_GRE_FS    0.102                               0.102    0.222
##    .HEX_HOH_MOD_FS    0.173                               0.173    0.251
##    .HEX_HOH_SIN_FS    0.308                               0.308    0.263
##    .HEX_OPN_AES_FS    0.358                               0.358    0.291
##    .HEX_OPN_CRE_FS    0.133                               0.133    0.212
##    .HEX_OPN_INQ_FS    0.273                               0.273    0.254
##    .HEX_OPN_UNC_FS    0.201                               0.201    0.462
##    .NFP_ANO_FS        0.180                               0.180    0.448
##    .NFP_COM_FS        0.109                               0.109    0.275
##    .NFP_GEN_FS        0.205                               0.205    0.225
##    .NFP_GOV_FS        0.204                               0.204    0.146
##    .NFP_INF_FS        0.113                               0.113    0.275
##    .NFP_PHY_FS        0.303                               0.303    0.230
##    .NFP_PSY_FS        0.171                               0.171    0.259
##    .NFP_SOC_FS        0.260                               0.260    0.269
##    .age               0.000                               0.000    0.000
##    .male              0.000                               0.000    0.000
##    .white             0.000                               0.000    0.000
##    .relation          0.000                               0.000    0.000
##    .college           0.000                               0.000    0.000
##    .income            0.000                               0.000    0.000
##    .conserv           0.000                               0.000    0.000
##     Age               2.731       NA                      1.000    1.000
##     Male              0.250       NA                      1.000    1.000
##     White             0.173       NA                      1.000    1.000
##     Relationship      0.233       NA                      1.000    1.000
##     College           0.215       NA                      1.000    1.000
##     Income            0.569       NA                      1.000    1.000
##     Conservatism      3.131       NA                      1.000    1.000
##     HEX_ALT           0.233       NA                      1.000    1.000
##     HEX_AGR_FLX       0.282       NA                      1.000    1.000
##     HEX_AGR_FOR       1.620       NA                      1.000    1.000
##     HEX_AGR_GEN       0.414       NA                      1.000    1.000
##     HEX_AGR_PAT       0.743       NA                      1.000    1.000
##     HEX_CNS_DIL       0.361       NA                      1.000    1.000
##     HEX_CNS_ORG       0.610       NA                      1.000    1.000
##     HEX_CNS_PER       0.195       NA                      1.000    1.000
##     HEX_CNS_PRU       0.720       NA                      1.000    1.000
##     HEX_EMO_ANX       1.319       NA                      1.000    1.000
##     HEX_EMO_DEP       0.892       NA                      1.000    1.000
##     HEX_EMO_FEA       0.641       NA                      1.000    1.000
##     HEX_EMO_SEN       1.024       NA                      1.000    1.000
##     HEX_EXT_BOL       0.669       NA                      1.000    1.000
##     HEX_EXT_LIV       1.021       NA                      1.000    1.000
##     HEX_EXT_SOC       0.799       NA                      1.000    1.000
##     HEX_EXT_SSE       0.859       NA                      1.000    1.000
##     HEX_HOH_FAI       2.485       NA                      1.000    1.000
##     HEX_HOH_GRE       0.357       NA                      1.000    1.000
##     HEX_HOH_MOD       0.515       NA                      1.000    1.000
##     HEX_HOH_SIN       0.865       NA                      1.000    1.000
##     HEX_OPN_AES       0.871       NA                      1.000    1.000
##     HEX_OPN_CRE       0.495       NA                      1.000    1.000
##     HEX_OPN_INQ       0.804       NA                      1.000    1.000
##     HEX_OPN_UNC       0.234       NA                      1.000    1.000
##     NFP_ANO           0.222       NA                      1.000    1.000
##     NFP_COM           0.287       NA                      1.000    1.000
##     NFP_GEN           0.707       NA                      1.000    1.000
##     NFP_GOV           1.191       NA                      1.000    1.000
##     NFP_INF           0.297       NA                      1.000    1.000
##     NFP_PHY           1.016       NA                      1.000    1.000
##     NFP_PSY           0.489       NA                      1.000    1.000
##     NFP_SOC           0.708       NA                      1.000    1.000

Dimensions

Factors or dimensions.

## lavaan 0.6.15 ended normally after 115 iterations
## 
##   Estimator                                         ML
##   Optimization method                           NLMINB
##   Number of model parameters                       413
## 
##                                                   Used       Total
##   Number of observations                          1555        1559
## 
## Model Test User Model:
##                                                        
##   Test statistic                              34448.694
##   Degrees of freedom                               8365
##   P-value (Chi-square)                            0.000
## 
## Model Test Baseline Model:
## 
##   Test statistic                            105016.051
##   Degrees of freedom                              8646
##   P-value                                        0.000
## 
## User Model versus Baseline Model:
## 
##   Comparative Fit Index (CFI)                    0.729
##   Tucker-Lewis Index (TLI)                       0.720
## 
## Loglikelihood and Information Criteria:
## 
##   Loglikelihood user model (H0)            -350428.917
##   Loglikelihood unrestricted model (H1)    -333204.571
##                                                       
##   Akaike (AIC)                              701683.835
##   Bayesian (BIC)                            703893.067
##   Sample-size adjusted Bayesian (SABIC)     702581.062
## 
## Root Mean Square Error of Approximation:
## 
##   RMSEA                                          0.045
##   90 Percent confidence interval - lower         0.044
##   90 Percent confidence interval - upper         0.045
##   P-value H_0: RMSEA <= 0.050                    1.000
##   P-value H_0: RMSEA >= 0.080                    0.000
## 
## Standardized Root Mean Square Residual:
## 
##   SRMR                                           0.090
## 
## Parameter Estimates:
## 
##   Standard errors                             Standard
##   Information                                 Expected
##   Information saturated (h1) model          Structured
## 
## Latent Variables:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##   HEX_HOH =~                                                            
##     HEX_HOH_SIN       1.000                               0.709    0.709
##     HEX_HOH_FAI       1.084    0.079   13.788    0.000    0.550    0.550
##     HEX_HOH_GRE       0.504    0.049   10.331    0.000    0.608    0.608
##     HEX_HOH_MOD       0.643    0.048   13.384    0.000    0.647    0.647
##   HEX_HOH_SIN =~                                                        
##     HEX_HOH_SIN_01    1.000                               1.286    0.756
##     HEX_HOH_SIN_02    0.896    0.053   16.932    0.000    1.152    0.638
##     HEX_HOH_SIN_03    0.980    0.034   28.508    0.000    1.260    0.779
##     HEX_HOH_SIN_04    0.790    0.050   15.676    0.000    1.015    0.565
##   HEX_HOH_FAI =~                                                        
##     HEX_HOH_FAI_01    1.000                               1.795    0.856
##     HEX_HOH_FAI_02    0.691    0.022   31.920    0.000    1.241    0.733
##     HEX_HOH_FAI_03    0.683    0.023   30.234    0.000    1.226    0.704
##     HEX_HOH_FAI_04    0.902    0.024   38.333    0.000    1.619    0.850
##   HEX_HOH_GRE =~                                                        
##     HEX_HOH_GRE_01    1.000                               0.754    0.425
##     HEX_HOH_GRE_02    1.795    0.112   16.012    0.000    1.354    0.729
##     HEX_HOH_GRE_03    1.834    0.148   12.403    0.000    1.383    0.771
##     HEX_HOH_GRE_04    1.927    0.154   12.505    0.000    1.453    0.795
##   HEX_HOH_MOD =~                                                        
##     HEX_HOH_MOD_01    1.000                               0.905    0.642
##     HEX_HOH_MOD_02    0.887    0.053   16.686    0.000    0.803    0.522
##     HEX_HOH_MOD_03    1.189    0.056   21.080    0.000    1.076    0.726
##     HEX_HOH_MOD_04    1.292    0.061   21.180    0.000    1.169    0.734
##   HEX_EMO =~                                                            
##     HEX_EMO_FEA       1.000                               0.811    0.811
##     HEX_EMO_ANX       1.337    0.079   16.887    0.000    0.865    0.865
##     HEX_EMO_DEP       0.582    0.054   10.833    0.000    0.502    0.502
##     HEX_EMO_SEN       0.710    0.058   12.156    0.000    0.471    0.471
##   HEX_EMO_FEA =~                                                        
##     HEX_EMO_FEA_01    1.000                               1.090    0.639
##     HEX_EMO_FEA_02    0.761    0.049   15.440    0.000    0.829    0.493
##     HEX_EMO_FEA_03    1.002    0.054   18.527    0.000    1.093    0.629
##     HEX_EMO_FEA_04    1.008    0.054   18.620    0.000    1.098    0.634
##   HEX_EMO_ANX =~                                                        
##     HEX_EMO_ANX_01    1.000                               1.367    0.794
##     HEX_EMO_ANX_02    1.022    0.034   29.770    0.000    1.397    0.781
##     HEX_EMO_ANX_03    0.829    0.037   22.545    0.000    1.133    0.596
##     HEX_EMO_ANX_04    0.741    0.029   25.227    0.000    1.013    0.662
##   HEX_EMO_DEP =~                                                        
##     HEX_EMO_DEP_01    1.000                               1.026    0.633
##     HEX_EMO_DEP_02    1.146    0.079   14.516    0.000    1.176    0.760
##     HEX_EMO_DEP_03    1.264    0.084   15.022    0.000    1.297    0.826
##     HEX_EMO_DEP_04    0.805    0.045   18.092    0.000    0.826    0.489
##   HEX_EMO_SEN =~                                                        
##     HEX_EMO_SEN_01    1.000                               1.332    0.776
##     HEX_EMO_SEN_02    0.720    0.048   14.860    0.000    0.959    0.684
##     HEX_EMO_SEN_03    0.679    0.035   19.510    0.000    0.904    0.640
##     HEX_EMO_SEN_04    0.705    0.052   13.644    0.000    0.939    0.565
##   HEX_EXT =~                                                            
##     HEX_EXT_SSE       1.000                               0.844    0.844
##     HEX_EXT_BOL       1.051    0.059   17.740    0.000    0.854    0.854
##     HEX_EXT_SOC       1.111    0.060   18.543    0.000    0.834    0.834
##     HEX_EXT_LIV       1.135    0.059   19.107    0.000    0.808    0.808
##   HEX_EXT_SSE =~                                                        
##     HEX_EXT_SSE_01    1.000                               1.060    0.658
##     HEX_EXT_SSE_02    0.622    0.035   18.015    0.000    0.660    0.570
##     HEX_EXT_SSE_03    1.229    0.054   22.574    0.000    1.303    0.751
##     HEX_EXT_SSE_04    1.238    0.044   28.252    0.000    1.312    0.674
##   HEX_EXT_BOL =~                                                        
##     HEX_EXT_BOL_01    1.000                               1.102    0.630
##     HEX_EXT_BOL_02    1.105    0.053   20.966    0.000    1.217    0.718
##     HEX_EXT_BOL_03    1.069    0.053   20.217    0.000    1.178    0.684
##     HEX_EXT_BOL_04    0.903    0.049   18.445    0.000    0.995    0.546
##   HEX_EXT_SOC =~                                                        
##     HEX_EXT_SOC_01    1.000                               1.192    0.657
##     HEX_EXT_SOC_02    1.063    0.043   24.853    0.000    1.267    0.761
##     HEX_EXT_SOC_03    1.119    0.045   24.702    0.000    1.333    0.755
##     HEX_EXT_SOC_04    1.025    0.042   24.152    0.000    1.222    0.733
##   HEX_EXT_LIV =~                                                        
##     HEX_EXT_LIV_01    1.000                               1.256    0.721
##     HEX_EXT_LIV_02    1.033    0.038   27.307    0.000    1.298    0.809
##     HEX_EXT_LIV_03    0.771    0.040   19.507    0.000    0.969    0.597
##     HEX_EXT_LIV_04    1.013    0.040   25.524    0.000    1.272    0.752
##   HEX_AGR =~                                                            
##     HEX_AGR_FOR       1.000                               0.724    0.724
##     HEX_AGR_GEN       0.739    0.044   16.858    0.000    0.828    0.828
##     HEX_AGR_FLX       0.669    0.046   14.568    0.000    0.840    0.840
##     HEX_AGR_PAT       0.773    0.041   18.694    0.000    0.762    0.762
##   HEX_AGR_FOR =~                                                        
##     HEX_AGR_FOR_01    1.000                               1.493    0.863
##     HEX_AGR_FOR_02    0.931    0.025   36.973    0.000    1.390    0.831
##     HEX_AGR_FOR_03    0.303    0.020   14.971    0.000    0.453    0.388
##     HEX_AGR_FOR_04    0.867    0.026   33.562    0.000    1.294    0.765
##   HEX_AGR_GEN =~                                                        
##     HEX_AGR_GEN_01    1.000                               0.964    0.573
##     HEX_AGR_GEN_02    1.029    0.052   19.772    0.000    0.992    0.722
##     HEX_AGR_GEN_03    1.090    0.056   19.541    0.000    1.052    0.706
##     HEX_AGR_GEN_04    0.961    0.052   18.359    0.000    0.927    0.636
##   HEX_AGR_FLX =~                                                        
##     HEX_AGR_FLX_01    1.000                               0.860    0.481
##     HEX_AGR_FLX_02    0.864    0.062   13.934    0.000    0.743    0.535
##     HEX_AGR_FLX_03    1.171    0.076   15.319    0.000    1.008    0.650
##     HEX_AGR_FLX_04    1.129    0.074   15.188    0.000    0.971    0.636
##   HEX_AGR_PAT =~                                                        
##     HEX_AGR_PAT_01    1.000                               1.097    0.721
##     HEX_AGR_PAT_02    1.003    0.051   19.840    0.000    1.100    0.673
##     HEX_AGR_PAT_03    0.987    0.044   22.256    0.000    1.082    0.722
##     HEX_AGR_PAT_04    1.029    0.049   20.862    0.000    1.129    0.665
##   HEX_CNS =~                                                            
##     HEX_CNS_ORG       1.000                               0.780    0.780
##     HEX_CNS_DIL       0.807    0.058   13.946    0.000    0.899    0.899
##     HEX_CNS_PER       0.411    0.047    8.727    0.000    0.637    0.637
##     HEX_CNS_PRU       0.979    0.063   15.578    0.000    0.856    0.856
##   HEX_CNS_ORG =~                                                        
##     HEX_CNS_ORG_01    1.000                               1.010    0.607
##     HEX_CNS_ORG_02    0.843    0.047   18.080    0.000    0.851    0.634
##     HEX_CNS_ORG_03    1.242    0.063   19.599    0.000    1.255    0.724
##     HEX_CNS_ORG_04    1.392    0.066   21.242    0.000    1.406    0.826
##   HEX_CNS_DIL =~                                                        
##     HEX_CNS_DIL_01    1.000                               0.708    0.502
##     HEX_CNS_DIL_02    1.116    0.052   21.352    0.000    0.789    0.595
##     HEX_CNS_DIL_03    1.719    0.099   17.358    0.000    1.216    0.774
##     HEX_CNS_DIL_04    1.652    0.098   16.938    0.000    1.169    0.736
##   HEX_CNS_PER =~                                                        
##     HEX_CNS_PER_01    1.000                               0.509    0.385
##     HEX_CNS_PER_02    2.079    0.211    9.843    0.000    1.058    0.865
##     HEX_CNS_PER_03    1.751    0.181    9.685    0.000    0.891    0.802
##     HEX_CNS_PER_04    0.924    0.094    9.793    0.000    0.470    0.264
##   HEX_CNS_PRU =~                                                        
##     HEX_CNS_PRU_01    1.000                               0.902    0.627
##     HEX_CNS_PRU_02    1.156    0.057   20.291    0.000    1.042    0.749
##     HEX_CNS_PRU_03    0.852    0.054   15.857    0.000    0.768    0.539
##     HEX_CNS_PRU_04    0.823    0.043   19.201    0.000    0.742    0.510
##   HEX_OPN =~                                                            
##     HEX_OPN_AES       1.000                               0.954    0.954
##     HEX_OPN_INQ       0.716    0.039   18.371    0.000    0.690    0.690
##     HEX_OPN_CRE       0.568    0.035   16.190    0.000    0.788    0.788
##     HEX_OPN_UNC       0.519    0.036   14.237    0.000    0.815    0.815
##   HEX_OPN_AES =~                                                        
##     HEX_OPN_AES_01    1.000                               1.297    0.736
##     HEX_OPN_AES_02    0.992    0.045   22.069    0.000    1.286    0.631
##     HEX_OPN_AES_03    0.909    0.042   21.771    0.000    1.179    0.622
##     HEX_OPN_AES_04    0.473    0.032   14.722    0.000    0.613    0.415
##   HEX_OPN_INQ =~                                                        
##     HEX_OPN_INQ_01    1.000                               1.283    0.757
##     HEX_OPN_INQ_02    0.821    0.043   18.929    0.000    1.053    0.641
##     HEX_OPN_INQ_03    0.869    0.047   18.561    0.000    1.115    0.624
##     HEX_OPN_INQ_04    0.963    0.048   20.127    0.000    1.236    0.671
##   HEX_OPN_CRE =~                                                        
##     HEX_OPN_CRE_01    1.000                               0.892    0.533
##     HEX_OPN_CRE_02    1.492    0.077   19.444    0.000    1.332    0.764
##     HEX_OPN_CRE_03    1.101    0.062   17.794    0.000    0.982    0.642
##     HEX_OPN_CRE_04    1.687    0.086   19.689    0.000    1.506    0.789
##   HEX_OPN_UNC =~                                                        
##     HEX_OPN_UNC_01    1.000                               0.789    0.497
##     HEX_OPN_UNC_02    0.810    0.069   11.731    0.000    0.638    0.483
##     HEX_OPN_UNC_03    0.635    0.074    8.580    0.000    0.501    0.296
##     HEX_OPN_UNC_04    1.648    0.109   15.108    0.000    1.299    0.736
##   NFP_PHY =~                                                            
##     NFP_PHY_01        1.000                               1.179    0.801
##     NFP_PHY_02        0.825    0.035   23.467    0.000    0.973    0.618
##     NFP_PHY_03        1.000    0.040   25.007    0.000    1.180    0.656
##     NFP_PHY_04        0.757    0.030   24.865    0.000    0.892    0.653
##   NFP_PSY =~                                                            
##     NFP_PSY_01        1.000                               0.911    0.620
##     NFP_PSY_02        1.096    0.055   19.802    0.000    0.999    0.641
##     NFP_PSY_03        1.441    0.064   22.401    0.000    1.313    0.787
##     NFP_PSY_04        0.854    0.053   16.264    0.000    0.778    0.498
##   NFP_SOC =~                                                            
##     NFP_SOC_01        1.000                               1.301    0.741
##     NFP_SOC_02        0.809    0.032   25.175    0.000    1.053    0.638
##     NFP_SOC_03        1.084    0.032   33.434    0.000    1.410    0.762
##     NFP_SOC_04        0.523    0.026   20.036    0.000    0.681    0.514
##   NFP_COM =~                                                            
##     NFP_COM_01        1.000                               0.708    0.457
##     NFP_COM_02        1.088    0.076   14.399    0.000    0.770    0.509
##     NFP_COM_03        1.544    0.090   17.144    0.000    1.093    0.731
##     NFP_COM_04        1.603    0.090   17.744    0.000    1.135    0.804
##   NFP_GOV =~                                                            
##     NFP_GOV_01        1.000                               1.149    0.736
##     NFP_GOV_02        1.104    0.039   28.373    0.000    1.268    0.813
##     NFP_GOV_03        1.018    0.032   31.902    0.000    1.169    0.685
##     NFP_GOV_04        1.088    0.039   27.584    0.000    1.249    0.790
##   NFP_ANO =~                                                            
##     NFP_ANO_01        1.000                               0.989    0.522
##     NFP_ANO_02        0.738    0.050   14.692    0.000    0.730    0.496
##     NFP_ANO_03        0.386    0.041    9.533    0.000    0.382    0.286
##     NFP_ANO_04        1.018    0.057   17.748    0.000    1.007    0.620
##   NFP_INF =~                                                            
##     NFP_INF_01        1.000                               0.888    0.629
##     NFP_INF_02        0.886    0.041   21.343    0.000    0.787    0.642
##     NFP_INF_03        0.948    0.042   22.519    0.000    0.842    0.686
##     NFP_INF_04        0.996    0.044   22.763    0.000    0.885    0.647
##   NFP_GEN =~                                                            
##     NFP_GEN_01        1.000                               1.040    0.744
##     NFP_GEN_02        0.950    0.029   32.915    0.000    0.988    0.846
##     NFP_GEN_03        0.964    0.040   24.015    0.000    1.003    0.626
##     NFP_GEN_04        0.912    0.028   32.146    0.000    0.948    0.826
## 
## Covariances:
##                     Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##  .HEX_HOH_SIN_01 ~~                                                      
##    .HEX_HOH_SIN_03     0.203    0.080    2.549    0.011    0.203    0.180
##  .HEX_HOH_SIN_02 ~~                                                      
##    .HEX_HOH_SIN_04     0.338    0.076    4.475    0.000    0.338    0.164
##  .HEX_HOH_GRE_01 ~~                                                      
##    .HEX_HOH_GRE_02     0.419    0.077    5.424    0.000    0.419    0.205
##  .HEX_HOH_GRE_03 ~~                                                      
##    .HEX_HOH_GRE_04     0.171    0.105    1.633    0.102    0.171    0.135
##  .HEX_EMO_DEP_01 ~~                                                      
##    .HEX_EMO_DEP_04     0.049    0.066    0.749    0.454    0.049    0.027
##  .HEX_EMO_DEP_02 ~~                                                      
##    .HEX_EMO_DEP_03    -0.760    0.088   -8.605    0.000   -0.760   -0.854
##  .HEX_EMO_SEN_01 ~~                                                      
##    .HEX_EMO_SEN_03    -0.287    0.077   -3.745    0.000   -0.287   -0.244
##  .HEX_EMO_SEN_02 ~~                                                      
##    .HEX_EMO_SEN_04    -0.148    0.063   -2.334    0.020   -0.148   -0.105
##  .HEX_EXT_SSE_01 ~~                                                      
##    .HEX_EXT_SSE_04     0.688    0.062   11.026    0.000    0.688    0.395
##  .HEX_EXT_SSE_02 ~~                                                      
##    .HEX_EXT_SSE_03     0.085    0.039    2.194    0.028    0.085    0.078
##  .HEX_EXT_BOL_01 ~~                                                      
##    .HEX_EXT_BOL_04     0.177    0.063    2.807    0.005    0.177    0.086
##  .HEX_EXT_BOL_02 ~~                                                      
##    .HEX_EXT_BOL_03     0.458    0.060    7.679    0.000    0.458    0.309
##  .HEX_EXT_LIV_01 ~~                                                      
##    .HEX_EXT_LIV_03    -0.445    0.048   -9.254    0.000   -0.445   -0.283
##  .HEX_EXT_LIV_02 ~~                                                      
##    .HEX_EXT_LIV_04    -0.229    0.042   -5.434    0.000   -0.229   -0.218
##  .HEX_AGR_PAT_01 ~~                                                      
##    .HEX_AGR_PAT_02    -0.484    0.048  -10.168    0.000   -0.484   -0.380
##  .HEX_AGR_PAT_03 ~~                                                      
##    .HEX_AGR_PAT_04    -0.113    0.047   -2.395    0.017   -0.113   -0.086
##  .HEX_CNS_ORG_01 ~~                                                      
##    .HEX_CNS_ORG_04    -0.270    0.051   -5.238    0.000   -0.270   -0.213
##  .HEX_CNS_ORG_02 ~~                                                      
##    .HEX_CNS_ORG_03    -0.092    0.042   -2.209    0.027   -0.092   -0.074
##  .HEX_CNS_DIL_01 ~~                                                      
##    .HEX_CNS_DIL_02     0.536    0.040   13.423    0.000    0.536    0.413
##  .HEX_CNS_DIL_03 ~~                                                      
##    .HEX_CNS_DIL_04    -0.277    0.053   -5.258    0.000   -0.277   -0.259
##  .HEX_CNS_PER_01 ~~                                                      
##    .HEX_CNS_PER_04     0.435    0.058    7.567    0.000    0.435    0.208
##  .HEX_CNS_PER_02 ~~                                                      
##    .HEX_CNS_PER_03    -0.314    0.076   -4.137    0.000   -0.314   -0.771
##  .HEX_CNS_PRU_01 ~~                                                      
##    .HEX_CNS_PRU_04     0.399    0.045    8.924    0.000    0.399    0.284
##  .HEX_CNS_PRU_02 ~~                                                      
##    .HEX_CNS_PRU_03     0.004    0.042    0.094    0.925    0.004    0.004
##  .HEX_OPN_INQ_01 ~~                                                      
##    .HEX_OPN_INQ_04    -0.453    0.070   -6.466    0.000   -0.453   -0.299
##  .HEX_OPN_INQ_02 ~~                                                      
##    .HEX_OPN_INQ_03    -0.013    0.061   -0.212    0.832   -0.013   -0.007
##  .HEX_OPN_UNC_01 ~~                                                      
##    .HEX_OPN_UNC_04    -0.075    0.075   -0.993    0.321   -0.075   -0.045
##  .HEX_OPN_UNC_02 ~~                                                      
##    .HEX_OPN_UNC_03     0.329    0.052    6.277    0.000    0.329    0.176
##   HEX_ALT_01 ~~                                                          
##     HEX_ALT_02         0.843    0.048   17.635    0.000    0.843    0.500
##   HEX_ALT_03 ~~                                                          
##     HEX_ALT_04         0.800    0.064   12.542    0.000    0.800    0.335
##  .NFP_SOC_01 ~~                                                          
##    .NFP_SOC_03         0.229    0.053    4.358    0.000    0.229    0.162
##  .NFP_SOC_02 ~~                                                          
##    .NFP_SOC_04         0.403    0.041    9.838    0.000    0.403    0.279
##  .NFP_GOV_01 ~~                                                          
##    .NFP_GOV_03         0.447    0.044   10.072    0.000    0.447    0.340
##  .NFP_GOV_02 ~~                                                          
##    .NFP_GOV_04        -0.109    0.039   -2.807    0.005   -0.109   -0.124
##  .NFP_INF_01 ~~                                                          
##    .NFP_INF_04         0.109    0.034    3.176    0.001    0.109    0.096
##  .NFP_INF_02 ~~                                                          
##    .NFP_INF_03         0.149    0.027    5.581    0.000    0.149    0.177
##  .NFP_ANO_01 ~~                                                          
##    .NFP_ANO_04         0.149    0.074    2.010    0.044    0.149    0.072
##  .NFP_ANO_02 ~~                                                          
##    .NFP_ANO_03         0.564    0.047   12.020    0.000    0.564    0.345
##   HEX_HOH ~~                                                             
##     HEX_EMO           -0.023    0.029   -0.790    0.429   -0.029   -0.029
##     HEX_EXT           -0.056    0.028   -1.974    0.048   -0.068   -0.068
##     HEX_AGR            0.408    0.042    9.720    0.000    0.414    0.414
##     HEX_CNS            0.293    0.031    9.308    0.000    0.408    0.408
##     HEX_OPN            0.141    0.040    3.533    0.000    0.125    0.125
##     NFP_PHY           -0.049    0.038   -1.291    0.197   -0.045   -0.045
##     NFP_PSY           -0.122    0.031   -3.977    0.000   -0.146   -0.146
##     NFP_SOC           -0.040    0.043   -0.927    0.354   -0.033   -0.033
##     NFP_COM            0.086    0.024    3.633    0.000    0.133    0.133
##     NFP_GOV           -0.015    0.036   -0.434    0.664   -0.015   -0.015
##     NFP_ANO           -0.208    0.040   -5.211    0.000   -0.231   -0.231
##     NFP_INF            0.116    0.031    3.797    0.000    0.143    0.143
##     NFP_GEN            0.098    0.032    3.041    0.002    0.104    0.104
##   HEX_EMO ~~                                                             
##     HEX_EXT           -0.339    0.033  -10.217    0.000   -0.429   -0.429
##     HEX_AGR           -0.355    0.038   -9.351    0.000   -0.371   -0.371
##     HEX_CNS           -0.131    0.024   -5.420    0.000   -0.188   -0.188
##     HEX_OPN           -0.091    0.036   -2.529    0.011   -0.083   -0.083
##     NFP_PHY            0.418    0.041   10.232    0.000    0.401    0.401
##     NFP_PSY           -0.040    0.027   -1.487    0.137   -0.050   -0.050
##     NFP_SOC            0.289    0.042    6.902    0.000    0.251    0.251
##     NFP_COM           -0.045    0.021   -2.148    0.032   -0.072   -0.072
##     NFP_GOV           -0.122    0.033   -3.686    0.000   -0.120   -0.120
##     NFP_ANO           -0.089    0.035   -2.568    0.010   -0.102   -0.102
##     NFP_INF            0.082    0.027    2.980    0.003    0.104    0.104
##     NFP_GEN           -0.002    0.029   -0.070    0.944   -0.002   -0.002
##   HEX_EXT ~~                                                             
##     HEX_AGR            0.474    0.040   11.876    0.000    0.490    0.490
##     HEX_CNS            0.349    0.031   11.281    0.000    0.495    0.495
##     HEX_OPN            0.275    0.037    7.409    0.000    0.248    0.248
##     NFP_PHY           -0.705    0.047  -14.976    0.000   -0.668   -0.668
##     NFP_PSY           -0.485    0.038  -12.926    0.000   -0.596   -0.596
##     NFP_SOC           -1.163    0.068  -17.198    0.000   -0.999   -0.999
##     NFP_COM           -0.010    0.020   -0.498    0.618   -0.016   -0.016
##     NFP_GOV           -0.070    0.031   -2.242    0.025   -0.068   -0.068
##     NFP_ANO           -0.236    0.036   -6.592    0.000   -0.267   -0.267
##     NFP_INF           -0.214    0.028   -7.510    0.000   -0.269   -0.269
##     NFP_GEN           -0.110    0.028   -3.868    0.000   -0.118   -0.118
##   HEX_AGR ~~                                                             
##     HEX_CNS            0.284    0.032    8.948    0.000    0.334    0.334
##     HEX_OPN            0.371    0.046    8.084    0.000    0.278    0.278
##     NFP_PHY           -0.578    0.048  -12.074    0.000   -0.454   -0.454
##     NFP_PSY           -0.253    0.035   -7.283    0.000   -0.257   -0.257
##     NFP_SOC           -0.666    0.055  -12.147    0.000   -0.474   -0.474
##     NFP_COM            0.005    0.025    0.220    0.826    0.007    0.007
##     NFP_GOV           -0.007    0.038   -0.179    0.858   -0.006   -0.006
##     NFP_ANO           -0.190    0.042   -4.512    0.000   -0.178   -0.178
##     NFP_INF           -0.090    0.032   -2.785    0.005   -0.094   -0.094
##     NFP_GEN            0.020    0.034    0.591    0.554    0.018    0.018
##   HEX_CNS ~~                                                             
##     HEX_OPN            0.234    0.033    7.056    0.000    0.240    0.240
##     NFP_PHY           -0.156    0.030   -5.157    0.000   -0.168   -0.168
##     NFP_PSY           -0.184    0.026   -7.206    0.000   -0.257   -0.257
##     NFP_SOC           -0.419    0.040  -10.432    0.000   -0.409   -0.409
##     NFP_COM            0.069    0.018    3.763    0.000    0.124    0.124
##     NFP_GOV            0.004    0.027    0.133    0.894    0.004    0.004
##     NFP_ANO           -0.189    0.032   -6.002    0.000   -0.243   -0.243
##     NFP_INF            0.091    0.024    3.858    0.000    0.130    0.130
##     NFP_GEN            0.123    0.026    4.807    0.000    0.150    0.150
##   HEX_OPN ~~                                                             
##     NFP_PHY           -0.208    0.047   -4.456    0.000   -0.143   -0.143
##     NFP_PSY           -0.193    0.037   -5.155    0.000   -0.171   -0.171
##     NFP_SOC           -0.256    0.053   -4.816    0.000   -0.159   -0.159
##     NFP_COM            0.117    0.029    4.057    0.000    0.133    0.133
##     NFP_GOV            0.087    0.043    1.998    0.046    0.061    0.061
##     NFP_ANO            0.059    0.046    1.278    0.201    0.048    0.048
##     NFP_INF            0.074    0.036    2.028    0.043    0.067    0.067
##     NFP_GEN            0.186    0.040    4.690    0.000    0.145    0.145
##   NFP_PHY ~~                                                             
##     NFP_PSY            0.587    0.044   13.410    0.000    0.546    0.546
##     NFP_SOC            1.157    0.065   17.862    0.000    0.754    0.754
##     NFP_COM            0.185    0.029    6.398    0.000    0.222    0.222
##     NFP_GOV            0.390    0.044    8.769    0.000    0.288    0.288
##     NFP_ANO            0.428    0.049    8.728    0.000    0.367    0.367
##     NFP_INF            0.556    0.042   13.221    0.000    0.531    0.531
##     NFP_GEN            0.434    0.041   10.644    0.000    0.354    0.354
##   NFP_PSY ~~                                                             
##     NFP_SOC            0.850    0.056   15.301    0.000    0.717    0.717
##     NFP_COM            0.163    0.024    6.873    0.000    0.252    0.252
##     NFP_GOV            0.313    0.036    8.627    0.000    0.299    0.299
##     NFP_ANO            0.438    0.043   10.194    0.000    0.486    0.486
##     NFP_INF            0.416    0.035   11.956    0.000    0.514    0.514
##     NFP_GEN            0.380    0.035   10.991    0.000    0.401    0.401
##   NFP_SOC ~~                                                             
##     NFP_COM            0.093    0.031    3.012    0.003    0.101    0.101
##     NFP_GOV            0.226    0.048    4.693    0.000    0.151    0.151
##     NFP_ANO            0.518    0.057    9.171    0.000    0.403    0.403
##     NFP_INF            0.417    0.044    9.580    0.000    0.361    0.361
##     NFP_GEN            0.356    0.045    7.984    0.000    0.263    0.263
##   NFP_COM ~~                                                             
##     NFP_GOV            0.694    0.050   13.956    0.000    0.854    0.854
##     NFP_ANO            0.576    0.048   12.056    0.000    0.823    0.823
##     NFP_INF            0.538    0.040   13.368    0.000    0.856    0.856
##     NFP_GEN            0.588    0.042   13.897    0.000    0.799    0.799
##   NFP_GOV ~~                                                             
##     NFP_ANO            0.888    0.063   14.182    0.000    0.782    0.782
##     NFP_INF            0.732    0.047   15.568    0.000    0.718    0.718
##     NFP_GEN            0.812    0.049   16.594    0.000    0.680    0.680
##   NFP_ANO ~~                                                             
##     NFP_INF            0.645    0.050   12.968    0.000    0.734    0.734
##     NFP_GEN            0.688    0.052   13.353    0.000    0.669    0.669
##   NFP_INF ~~                                                             
##     NFP_GEN            0.811    0.047   17.376    0.000    0.877    0.877
## 
## Variances:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##    .HEX_HOH_SIN_01    1.241    0.096   12.878    0.000    1.241    0.429
##    .HEX_HOH_SIN_02    1.935    0.096   20.195    0.000    1.935    0.593
##    .HEX_HOH_SIN_03    1.026    0.087   11.738    0.000    1.026    0.393
##    .HEX_HOH_SIN_04    2.200    0.097   22.583    0.000    2.200    0.681
##    .HEX_HOH_FAI_01    1.177    0.068   17.256    0.000    1.177    0.267
##    .HEX_HOH_FAI_02    1.326    0.056   23.545    0.000    1.326    0.463
##    .HEX_HOH_FAI_03    1.534    0.063   24.245    0.000    1.534    0.505
##    .HEX_HOH_FAI_04    1.003    0.057   17.704    0.000    1.003    0.277
##    .HEX_HOH_GRE_01    2.584    0.102   25.389    0.000    2.584    0.820
##    .HEX_HOH_GRE_02    1.622    0.108   14.973    0.000    1.622    0.469
##    .HEX_HOH_GRE_03    1.304    0.115   11.382    0.000    1.304    0.405
##    .HEX_HOH_GRE_04    1.228    0.121   10.193    0.000    1.228    0.368
##    .HEX_HOH_MOD_01    1.169    0.052   22.484    0.000    1.169    0.588
##    .HEX_HOH_MOD_02    1.718    0.069   25.048    0.000    1.718    0.727
##    .HEX_HOH_MOD_03    1.038    0.054   19.159    0.000    1.038    0.473
##    .HEX_HOH_MOD_04    1.171    0.062   18.764    0.000    1.171    0.461
##    .HEX_EMO_FEA_01    1.726    0.079   21.793    0.000    1.726    0.592
##    .HEX_EMO_FEA_02    2.144    0.085   25.097    0.000    2.144    0.757
##    .HEX_EMO_FEA_03    1.821    0.082   22.093    0.000    1.821    0.604
##    .HEX_EMO_FEA_04    1.793    0.082   21.937    0.000    1.793    0.598
##    .HEX_EMO_ANX_01    1.096    0.058   18.969    0.000    1.096    0.370
##    .HEX_EMO_ANX_02    1.247    0.063   19.680    0.000    1.247    0.390
##    .HEX_EMO_ANX_03    2.331    0.093   25.084    0.000    2.331    0.645
##    .HEX_EMO_ANX_04    1.316    0.055   23.888    0.000    1.316    0.562
##    .HEX_EMO_DEP_01    1.575    0.081   19.499    0.000    1.575    0.599
##    .HEX_EMO_DEP_02    1.012    0.099   10.214    0.000    1.012    0.422
##    .HEX_EMO_DEP_03    0.783    0.108    7.224    0.000    0.783    0.318
##    .HEX_EMO_DEP_04    2.173    0.087   24.993    0.000    2.173    0.761
##    .HEX_EMO_SEN_01    1.168    0.117   10.008    0.000    1.168    0.397
##    .HEX_EMO_SEN_02    1.046    0.067   15.530    0.000    1.046    0.532
##    .HEX_EMO_SEN_03    1.178    0.071   16.503    0.000    1.178    0.590
##    .HEX_EMO_SEN_04    1.877    0.090   20.920    0.000    1.877    0.680
##    .HEX_EXT_SSE_01    1.469    0.065   22.544    0.000    1.469    0.567
##    .HEX_EXT_SSE_02    0.904    0.038   23.739    0.000    0.904    0.675
##    .HEX_EXT_SSE_03    1.312    0.071   18.416    0.000    1.312    0.436
##    .HEX_EXT_SSE_04    2.068    0.093   22.141    0.000    2.068    0.546
##    .HEX_EXT_BOL_01    1.846    0.080   23.105    0.000    1.846    0.603
##    .HEX_EXT_BOL_02    1.390    0.072   19.424    0.000    1.390    0.484
##    .HEX_EXT_BOL_03    1.579    0.076   20.647    0.000    1.579    0.532
##    .HEX_EXT_BOL_04    2.329    0.094   24.675    0.000    2.329    0.702
##    .HEX_EXT_SOC_01    1.872    0.076   24.491    0.000    1.872    0.569
##    .HEX_EXT_SOC_02    1.167    0.054   21.646    0.000    1.167    0.421
##    .HEX_EXT_SOC_03    1.343    0.061   21.888    0.000    1.343    0.430
##    .HEX_EXT_SOC_04    1.286    0.057   22.647    0.000    1.286    0.463
##    .HEX_EXT_LIV_01    1.461    0.065   22.470    0.000    1.461    0.481
##    .HEX_EXT_LIV_02    0.891    0.051   17.361    0.000    0.891    0.346
##    .HEX_EXT_LIV_03    1.697    0.068   25.050    0.000    1.697    0.644
##    .HEX_EXT_LIV_04    1.240    0.062   19.871    0.000    1.240    0.434
##    .HEX_AGR_FOR_01    0.766    0.048   16.133    0.000    0.766    0.256
##    .HEX_AGR_FOR_02    0.867    0.046   18.711    0.000    0.867    0.310
##    .HEX_AGR_FOR_03    1.155    0.042   27.214    0.000    1.155    0.849
##    .HEX_AGR_FOR_04    1.189    0.053   22.287    0.000    1.189    0.415
##    .HEX_AGR_GEN_01    1.904    0.077   24.718    0.000    1.904    0.672
##    .HEX_AGR_GEN_02    0.904    0.044   20.694    0.000    0.904    0.479
##    .HEX_AGR_GEN_03    1.112    0.052   21.328    0.000    1.112    0.501
##    .HEX_AGR_GEN_04    1.268    0.054   23.457    0.000    1.268    0.596
##    .HEX_AGR_FLX_01    2.461    0.097   25.327    0.000    2.461    0.769
##    .HEX_AGR_FLX_02    1.377    0.056   24.446    0.000    1.377    0.714
##    .HEX_AGR_FLX_03    1.391    0.065   21.475    0.000    1.391    0.578
##    .HEX_AGR_FLX_04    1.385    0.063   21.925    0.000    1.385    0.595
##    .HEX_AGR_PAT_01    1.111    0.058   19.003    0.000    1.111    0.480
##    .HEX_AGR_PAT_02    1.461    0.070   20.725    0.000    1.461    0.547
##    .HEX_AGR_PAT_03    1.075    0.054   20.035    0.000    1.075    0.479
##    .HEX_AGR_PAT_04    1.610    0.073   22.005    0.000    1.610    0.558
##    .HEX_CNS_ORG_01    1.751    0.077   22.740    0.000    1.751    0.632
##    .HEX_CNS_ORG_02    1.077    0.046   23.346    0.000    1.077    0.598
##    .HEX_CNS_ORG_03    1.433    0.069   20.687    0.000    1.433    0.477
##    .HEX_CNS_ORG_04    0.917    0.065   14.204    0.000    0.917    0.317
##    .HEX_CNS_DIL_01    1.484    0.057   26.031    0.000    1.484    0.748
##    .HEX_CNS_DIL_02    1.136    0.046   24.842    0.000    1.136    0.646
##    .HEX_CNS_DIL_03    0.987    0.066   14.958    0.000    0.987    0.400
##    .HEX_CNS_DIL_04    1.159    0.069   16.818    0.000    1.159    0.459
##    .HEX_CNS_PER_01    1.486    0.057   25.994    0.000    1.486    0.852
##    .HEX_CNS_PER_02    0.376    0.097    3.889    0.000    0.376    0.251
##    .HEX_CNS_PER_03    0.441    0.073    6.037    0.000    0.441    0.358
##    .HEX_CNS_PER_04    2.953    0.108   27.450    0.000    2.953    0.930
##    .HEX_CNS_PRU_01    1.258    0.055   22.782    0.000    1.258    0.607
##    .HEX_CNS_PRU_02    0.848    0.052   16.272    0.000    0.848    0.438
##    .HEX_CNS_PRU_03    1.445    0.062   23.199    0.000    1.445    0.710
##    .HEX_CNS_PRU_04    1.568    0.063   24.946    0.000    1.568    0.740
##    .HEX_OPN_AES_01    1.421    0.071   20.024    0.000    1.421    0.458
##    .HEX_OPN_AES_02    2.495    0.105   23.662    0.000    2.495    0.601
##    .HEX_OPN_AES_03    2.198    0.092   23.870    0.000    2.198    0.613
##    .HEX_OPN_AES_04    1.807    0.068   26.600    0.000    1.807    0.828
##    .HEX_OPN_INQ_01    1.229    0.083   14.763    0.000    1.229    0.427
##    .HEX_OPN_INQ_02    1.592    0.074   21.594    0.000    1.592    0.589
##    .HEX_OPN_INQ_03    1.955    0.088   22.136    0.000    1.955    0.611
##    .HEX_OPN_INQ_04    1.864    0.101   18.449    0.000    1.864    0.550
##    .HEX_OPN_CRE_01    2.003    0.078   25.674    0.000    2.003    0.716
##    .HEX_OPN_CRE_02    1.264    0.064   19.789    0.000    1.264    0.416
##    .HEX_OPN_CRE_03    1.373    0.057   23.930    0.000    1.373    0.587
##    .HEX_OPN_CRE_04    1.372    0.075   18.385    0.000    1.372    0.377
##    .HEX_OPN_UNC_01    1.891    0.087   21.862    0.000    1.891    0.753
##    .HEX_OPN_UNC_02    1.336    0.054   24.824    0.000    1.336    0.766
##    .HEX_OPN_UNC_03    2.617    0.097   26.891    0.000    2.617    0.912
##    .HEX_OPN_UNC_04    1.432    0.113   12.646    0.000    1.432    0.459
##    .NFP_PHY_01        0.775    0.042   18.266    0.000    0.775    0.358
##    .NFP_PHY_02        1.530    0.062   24.652    0.000    1.530    0.618
##    .NFP_PHY_03        1.841    0.077   23.916    0.000    1.841    0.569
##    .NFP_PHY_04        1.073    0.045   23.992    0.000    1.073    0.574
##    .NFP_PSY_01        1.332    0.056   23.985    0.000    1.332    0.616
##    .NFP_PSY_02        1.430    0.061   23.499    0.000    1.430    0.589
##    .NFP_PSY_03        1.060    0.061   17.453    0.000    1.060    0.381
##    .NFP_PSY_04        1.833    0.071   25.846    0.000    1.833    0.752
##    .NFP_SOC_01        1.388    0.063   22.175    0.000    1.388    0.450
##    .NFP_SOC_02        1.613    0.063   25.734    0.000    1.613    0.593
##    .NFP_SOC_03        1.439    0.068   21.278    0.000    1.439    0.420
##    .NFP_SOC_04        1.291    0.048   26.945    0.000    1.291    0.736
##    .NFP_COM_01        1.897    0.070   26.977    0.000    1.897    0.791
##    .NFP_COM_02        1.693    0.064   26.668    0.000    1.693    0.741
##    .NFP_COM_03        1.042    0.044   23.504    0.000    1.042    0.466
##    .NFP_COM_04        0.704    0.035   20.199    0.000    0.704    0.353
##    .NFP_GOV_01        1.114    0.049   22.566    0.000    1.114    0.458
##    .NFP_GOV_02        0.827    0.049   16.794    0.000    0.827    0.340
##    .NFP_GOV_03        1.547    0.065   23.844    0.000    1.547    0.531
##    .NFP_GOV_04        0.939    0.052   17.910    0.000    0.939    0.376
##    .NFP_ANO_01        2.614    0.111   23.525    0.000    2.614    0.728
##    .NFP_ANO_02        1.630    0.065   25.137    0.000    1.630    0.754
##    .NFP_ANO_03        1.640    0.060   27.283    0.000    1.640    0.918
##    .NFP_ANO_04        1.624    0.081   20.097    0.000    1.624    0.616
##    .NFP_INF_01        1.203    0.049   24.741    0.000    1.203    0.604
##    .NFP_INF_02        0.884    0.036   24.421    0.000    0.884    0.588
##    .NFP_INF_03        0.797    0.034   23.378    0.000    0.797    0.529
##    .NFP_INF_04        1.087    0.045   24.400    0.000    1.087    0.581
##    .NFP_GEN_01        0.872    0.037   23.827    0.000    0.872    0.446
##    .NFP_GEN_02        0.388    0.020   19.490    0.000    0.388    0.284
##    .NFP_GEN_03        1.562    0.061   25.804    0.000    1.562    0.608
##    .NFP_GEN_04        0.419    0.020   20.747    0.000    0.419    0.318
##     HEX_ALT_01        1.390    0.050   27.884    0.000    1.390    1.000
##     HEX_ALT_03        2.411    0.086   27.884    0.000    2.411    1.000
##     HEX_ALT_02        2.044    0.073   27.884    0.000    2.044    1.000
##     HEX_ALT_04        2.358    0.085   27.884    0.000    2.358    1.000
##     HEX_HOH           0.830    0.084    9.894    0.000    1.000    1.000
##    .HEX_HOH_SIN       0.823    0.090    9.175    0.000    0.498    0.498
##    .HEX_HOH_FAI       2.248    0.130   17.270    0.000    0.697    0.697
##    .HEX_HOH_GRE       0.358    0.050    7.206    0.000    0.630    0.630
##    .HEX_HOH_MOD       0.476    0.044   10.725    0.000    0.581    0.581
##     HEX_EMO           0.781    0.077   10.095    0.000    1.000    1.000
##    .HEX_EMO_FEA       0.407    0.053    7.687    0.000    0.343    0.343
##    .HEX_EMO_ANX       0.471    0.063    7.441    0.000    0.252    0.252
##    .HEX_EMO_DEP       0.788    0.066   11.979    0.000    0.748    0.748
##    .HEX_EMO_SEN       1.379    0.123   11.237    0.000    0.778    0.778
##     HEX_EXT           0.800    0.069   11.664    0.000    1.000    1.000
##    .HEX_EXT_SSE       0.323    0.037    8.752    0.000    0.288    0.288
##    .HEX_EXT_BOL       0.330    0.042    7.843    0.000    0.272    0.272
##    .HEX_EXT_SOC       0.432    0.040   10.816    0.000    0.304    0.304
##    .HEX_EXT_LIV       0.548    0.043   12.772    0.000    0.347    0.347
##     HEX_AGR           1.169    0.091   12.870    0.000    1.000    1.000
##    .HEX_AGR_FOR       1.061    0.069   15.306    0.000    0.476    0.476
##    .HEX_AGR_GEN       0.292    0.036    8.131    0.000    0.314    0.314
##    .HEX_AGR_FLX       0.217    0.034    6.330    0.000    0.294    0.294
##    .HEX_AGR_PAT       0.504    0.046   11.023    0.000    0.419    0.419
##     HEX_CNS           0.621    0.062   10.052    0.000    1.000    1.000
##    .HEX_CNS_ORG       0.400    0.042    9.484    0.000    0.392    0.392
##    .HEX_CNS_DIL       0.096    0.017    5.606    0.000    0.192    0.192
##    .HEX_CNS_PER       0.154    0.020    7.496    0.000    0.594    0.594
##    .HEX_CNS_PRU       0.218    0.031    7.060    0.000    0.268    0.268
##     HEX_OPN           1.530    0.109   14.045    0.000    1.000    1.000
##    .HEX_OPN_AES       0.152    0.055    2.779    0.005    0.090    0.090
##    .HEX_OPN_INQ       0.862    0.077   11.234    0.000    0.524    0.524
##    .HEX_OPN_CRE       0.302    0.035    8.690    0.000    0.379    0.379
##    .HEX_OPN_UNC       0.209    0.042    4.954    0.000    0.336    0.336
##     NFP_PHY           1.391    0.079   17.538    0.000    1.000    1.000
##     NFP_PSY           0.830    0.067   12.327    0.000    1.000    1.000
##     NFP_SOC           1.694    0.106   16.021    0.000    1.000    1.000
##     NFP_COM           0.501    0.056    9.018    0.000    1.000    1.000
##     NFP_GOV           1.319    0.083   15.931    0.000    1.000    1.000
##     NFP_ANO           0.979    0.107    9.177    0.000    1.000    1.000
##     NFP_INF           0.789    0.061   12.894    0.000    1.000    1.000
##     NFP_GEN           1.082    0.066   16.508    0.000    1.000    1.000

Doesn’t converge. Hence let’s use means of observed values for personality means of factor scores for privacy.

Facets

## lavaan 0.6.15 ended normally after 180 iterations
## 
##   Estimator                                         ML
##   Optimization method                           NLMINB
##   Number of model parameters                       830
## 
##                                                   Used       Total
##   Number of observations                          1555        1559
## 
## Model Test User Model:
##                                                        
##   Test statistic                              27819.905
##   Degrees of freedom                               7948
##   P-value (Chi-square)                            0.000
## 
## Model Test Baseline Model:
## 
##   Test statistic                            105016.051
##   Degrees of freedom                              8646
##   P-value                                        0.000
## 
## User Model versus Baseline Model:
## 
##   Comparative Fit Index (CFI)                    0.794
##   Tucker-Lewis Index (TLI)                       0.776
## 
## Loglikelihood and Information Criteria:
## 
##   Loglikelihood user model (H0)            -347114.523
##   Loglikelihood unrestricted model (H1)    -333204.571
##                                                       
##   Akaike (AIC)                              695889.046
##   Bayesian (BIC)                            700328.908
##   Sample-size adjusted Bayesian (SABIC)     697692.190
## 
## Root Mean Square Error of Approximation:
## 
##   RMSEA                                          0.040
##   90 Percent confidence interval - lower         0.040
##   90 Percent confidence interval - upper         0.041
##   P-value H_0: RMSEA <= 0.050                    1.000
##   P-value H_0: RMSEA >= 0.080                    0.000
## 
## Standardized Root Mean Square Residual:
## 
##   SRMR                                           0.064
## 
## Parameter Estimates:
## 
##   Standard errors                             Standard
##   Information                                 Expected
##   Information saturated (h1) model          Structured
## 
## Latent Variables:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##   HEX_HOH_SIN =~                                                        
##     HEX_HOH_SIN_01    1.000                               1.255    0.738
##     HEX_HOH_SIN_02    0.928    0.050   18.533    0.000    1.165    0.645
##     HEX_HOH_SIN_03    1.003    0.035   29.042    0.000    1.259    0.779
##     HEX_HOH_SIN_04    0.817    0.048   16.943    0.000    1.026    0.571
##   HEX_HOH_FAI =~                                                        
##     HEX_HOH_FAI_01    1.000                               1.799    0.858
##     HEX_HOH_FAI_02    0.695    0.021   32.656    0.000    1.250    0.738
##     HEX_HOH_FAI_03    0.690    0.022   31.109    0.000    1.241    0.712
##     HEX_HOH_FAI_04    0.888    0.023   38.845    0.000    1.597    0.839
##   HEX_HOH_GRE =~                                                        
##     HEX_HOH_GRE_01    1.000                               0.736    0.414
##     HEX_HOH_GRE_02    1.810    0.113   16.003    0.000    1.332    0.717
##     HEX_HOH_GRE_03    1.951    0.142   13.763    0.000    1.436    0.800
##     HEX_HOH_GRE_04    1.965    0.143   13.714    0.000    1.446    0.791
##   HEX_HOH_MOD =~                                                        
##     HEX_HOH_MOD_01    1.000                               0.846    0.600
##     HEX_HOH_MOD_02    0.904    0.056   16.071    0.000    0.765    0.498
##     HEX_HOH_MOD_03    1.247    0.060   20.849    0.000    1.055    0.712
##     HEX_HOH_MOD_04    1.471    0.067   21.914    0.000    1.245    0.782
##   HEX_EMO_FEA =~                                                        
##     HEX_EMO_FEA_01    1.000                               1.111    0.651
##     HEX_EMO_FEA_02    0.769    0.047   16.514    0.000    0.854    0.508
##     HEX_EMO_FEA_03    1.024    0.051   20.212    0.000    1.138    0.655
##     HEX_EMO_FEA_04    0.931    0.049   18.866    0.000    1.035    0.597
##   HEX_EMO_ANX =~                                                        
##     HEX_EMO_ANX_01    1.000                               1.366    0.794
##     HEX_EMO_ANX_02    1.015    0.033   31.054    0.000    1.387    0.776
##     HEX_EMO_ANX_03    0.840    0.036   23.452    0.000    1.147    0.603
##     HEX_EMO_ANX_04    0.743    0.028   26.084    0.000    1.015    0.664
##   HEX_EMO_DEP =~                                                        
##     HEX_EMO_DEP_01    1.000                               1.149    0.709
##     HEX_EMO_DEP_02    0.764    0.039   19.380    0.000    0.877    0.567
##     HEX_EMO_DEP_03    0.990    0.041   24.201    0.000    1.138    0.725
##     HEX_EMO_DEP_04    0.983    0.047   20.737    0.000    1.130    0.669
##   HEX_EMO_SEN =~                                                        
##     HEX_EMO_SEN_01    1.000                               1.187    0.692
##     HEX_EMO_SEN_02    0.882    0.037   23.721    0.000    1.048    0.747
##     HEX_EMO_SEN_03    0.729    0.036   20.507    0.000    0.866    0.613
##     HEX_EMO_SEN_04    0.858    0.043   19.957    0.000    1.019    0.613
##   HEX_EXT_SSE =~                                                        
##     HEX_EXT_SSE_01    1.000                               1.196    0.743
##     HEX_EXT_SSE_02    0.503    0.026   19.357    0.000    0.601    0.519
##     HEX_EXT_SSE_03    0.969    0.039   25.103    0.000    1.158    0.668
##     HEX_EXT_SSE_04    1.216    0.037   33.005    0.000    1.454    0.747
##   HEX_EXT_BOL =~                                                        
##     HEX_EXT_BOL_01    1.000                               1.063    0.608
##     HEX_EXT_BOL_02    1.172    0.054   21.805    0.000    1.246    0.735
##     HEX_EXT_BOL_03    1.158    0.054   21.374    0.000    1.231    0.715
##     HEX_EXT_BOL_04    0.921    0.049   18.651    0.000    0.979    0.538
##   HEX_EXT_SOC =~                                                        
##     HEX_EXT_SOC_01    1.000                               1.160    0.640
##     HEX_EXT_SOC_02    1.115    0.043   25.863    0.000    1.294    0.778
##     HEX_EXT_SOC_03    1.160    0.046   25.468    0.000    1.346    0.762
##     HEX_EXT_SOC_04    1.040    0.043   24.455    0.000    1.206    0.724
##   HEX_EXT_LIV =~                                                        
##     HEX_EXT_LIV_01    1.000                               1.245    0.714
##     HEX_EXT_LIV_02    1.080    0.036   30.019    0.000    1.345    0.838
##     HEX_EXT_LIV_03    0.785    0.039   19.885    0.000    0.977    0.602
##     HEX_EXT_LIV_04    0.973    0.038   25.722    0.000    1.211    0.716
##   HEX_AGR_FOR =~                                                        
##     HEX_AGR_FOR_01    1.000                               1.489    0.860
##     HEX_AGR_FOR_02    0.941    0.025   37.923    0.000    1.402    0.838
##     HEX_AGR_FOR_03    0.311    0.020   15.381    0.000    0.463    0.397
##     HEX_AGR_FOR_04    0.860    0.026   33.407    0.000    1.281    0.757
##   HEX_AGR_GEN =~                                                        
##     HEX_AGR_GEN_01    1.000                               0.964    0.573
##     HEX_AGR_GEN_02    1.015    0.051   20.033    0.000    0.979    0.712
##     HEX_AGR_GEN_03    1.097    0.055   20.002    0.000    1.058    0.710
##     HEX_AGR_GEN_04    0.971    0.052   18.800    0.000    0.936    0.642
##   HEX_AGR_FLX =~                                                        
##     HEX_AGR_FLX_01    1.000                               0.885    0.495
##     HEX_AGR_FLX_02    0.799    0.057   14.127    0.000    0.706    0.509
##     HEX_AGR_FLX_03    1.142    0.071   16.169    0.000    1.010    0.651
##     HEX_AGR_FLX_04    1.116    0.069   16.119    0.000    0.987    0.647
##   HEX_AGR_PAT =~                                                        
##     HEX_AGR_PAT_01    1.000                               1.095    0.720
##     HEX_AGR_PAT_02    0.971    0.049   19.887    0.000    1.063    0.650
##     HEX_AGR_PAT_03    0.997    0.042   23.697    0.000    1.091    0.728
##     HEX_AGR_PAT_04    1.060    0.047   22.425    0.000    1.160    0.683
##   HEX_CNS_ORG =~                                                        
##     HEX_CNS_ORG_01    1.000                               0.993    0.596
##     HEX_CNS_ORG_02    0.879    0.047   18.664    0.000    0.872    0.650
##     HEX_CNS_ORG_03    1.276    0.064   20.081    0.000    1.267    0.730
##     HEX_CNS_ORG_04    1.394    0.065   21.286    0.000    1.384    0.814
##   HEX_CNS_DIL =~                                                        
##     HEX_CNS_DIL_01    1.000                               0.761    0.540
##     HEX_CNS_DIL_02    1.078    0.047   22.765    0.000    0.820    0.618
##     HEX_CNS_DIL_03    1.527    0.079   19.383    0.000    1.162    0.740
##     HEX_CNS_DIL_04    1.453    0.078   18.707    0.000    1.105    0.696
##   HEX_CNS_PER =~                                                        
##     HEX_CNS_PER_01    1.000                               0.597    0.452
##     HEX_CNS_PER_02    1.461    0.100   14.591    0.000    0.872    0.714
##     HEX_CNS_PER_03    1.208    0.086   14.022    0.000    0.721    0.649
##     HEX_CNS_PER_04    1.034    0.092   11.262    0.000    0.618    0.347
##   HEX_CNS_PRU =~                                                        
##     HEX_CNS_PRU_01    1.000                               0.918    0.638
##     HEX_CNS_PRU_02    1.102    0.049   22.616    0.000    1.012    0.728
##     HEX_CNS_PRU_03    0.817    0.047   17.297    0.000    0.750    0.526
##     HEX_CNS_PRU_04    0.845    0.041   20.730    0.000    0.776    0.533
##   HEX_OPN_AES =~                                                        
##     HEX_OPN_AES_01    1.000                               1.310    0.744
##     HEX_OPN_AES_02    0.986    0.044   22.634    0.000    1.291    0.634
##     HEX_OPN_AES_03    0.880    0.040   21.761    0.000    1.153    0.609
##     HEX_OPN_AES_04    0.470    0.031   14.975    0.000    0.616    0.417
##   HEX_OPN_INQ =~                                                        
##     HEX_OPN_INQ_01    1.000                               1.231    0.726
##     HEX_OPN_INQ_02    0.878    0.043   20.503    0.000    1.081    0.657
##     HEX_OPN_INQ_03    0.962    0.047   20.621    0.000    1.184    0.662
##     HEX_OPN_INQ_04    0.959    0.048   20.146    0.000    1.180    0.641
##   HEX_OPN_CRE =~                                                        
##     HEX_OPN_CRE_01    1.000                               0.896    0.536
##     HEX_OPN_CRE_02    1.487    0.075   19.702    0.000    1.333    0.765
##     HEX_OPN_CRE_03    1.111    0.061   18.123    0.000    0.996    0.651
##     HEX_OPN_CRE_04    1.657    0.083   19.851    0.000    1.485    0.779
##   HEX_OPN_UNC =~                                                        
##     HEX_OPN_UNC_01    1.000                               0.742    0.468
##     HEX_OPN_UNC_02    0.884    0.069   12.823    0.000    0.656    0.496
##     HEX_OPN_UNC_03    0.802    0.078   10.268    0.000    0.595    0.351
##     HEX_OPN_UNC_04    1.629    0.105   15.582    0.000    1.208    0.684
##   HEX_ALT =~                                                            
##     HEX_ALT_01        1.000                               0.713    0.605
##     HEX_ALT_02        0.975    0.048   20.220    0.000    0.695    0.486
##     HEX_ALT_03        1.105    0.062   17.748    0.000    0.788    0.508
##     HEX_ALT_04        1.203    0.063   19.210    0.000    0.858    0.559
##   NFP_PHY =~                                                            
##     NFP_PHY_01        1.000                               1.174    0.797
##     NFP_PHY_02        0.833    0.035   23.700    0.000    0.978    0.621
##     NFP_PHY_03        1.010    0.040   25.264    0.000    1.186    0.659
##     NFP_PHY_04        0.758    0.030   24.918    0.000    0.890    0.651
##   NFP_PSY =~                                                            
##     NFP_PSY_01        1.000                               0.906    0.616
##     NFP_PSY_02        1.074    0.054   20.018    0.000    0.973    0.624
##     NFP_PSY_03        1.468    0.062   23.645    0.000    1.330    0.797
##     NFP_PSY_04        0.878    0.052   16.994    0.000    0.795    0.509
##   NFP_SOC =~                                                            
##     NFP_SOC_01        1.000                               1.268    0.723
##     NFP_SOC_02        0.835    0.033   25.539    0.000    1.059    0.642
##     NFP_SOC_03        1.089    0.032   33.571    0.000    1.381    0.746
##     NFP_SOC_04        0.568    0.026   21.550    0.000    0.721    0.544
##   NFP_COM =~                                                            
##     NFP_COM_01        1.000                               0.718    0.464
##     NFP_COM_02        1.068    0.073   14.590    0.000    0.768    0.508
##     NFP_COM_03        1.518    0.087   17.481    0.000    1.091    0.729
##     NFP_COM_04        1.577    0.087   18.123    0.000    1.133    0.803
##   NFP_GOV =~                                                            
##     NFP_GOV_01        1.000                               1.152    0.738
##     NFP_GOV_02        1.100    0.038   28.798    0.000    1.267    0.812
##     NFP_GOV_03        1.021    0.032   32.065    0.000    1.176    0.689
##     NFP_GOV_04        1.078    0.039   27.832    0.000    1.242    0.785
##   NFP_ANO =~                                                            
##     NFP_ANO_01        1.000                               0.935    0.493
##     NFP_ANO_02        0.806    0.054   15.015    0.000    0.753    0.512
##     NFP_ANO_03        0.430    0.043   10.101    0.000    0.402    0.300
##     NFP_ANO_04        1.049    0.060   17.553    0.000    0.981    0.604
##   NFP_INF =~                                                            
##     NFP_INF_01        1.000                               0.875    0.620
##     NFP_INF_02        0.917    0.043   21.558    0.000    0.802    0.654
##     NFP_INF_03        0.963    0.043   22.374    0.000    0.842    0.686
##     NFP_INF_04        1.019    0.045   22.800    0.000    0.891    0.652
##   NFP_GEN =~                                                            
##     NFP_GEN_01        1.000                               1.046    0.748
##     NFP_GEN_02        0.941    0.028   33.167    0.000    0.984    0.843
##     NFP_GEN_03        0.968    0.040   24.409    0.000    1.012    0.632
##     NFP_GEN_04        0.903    0.028   32.361    0.000    0.944    0.822
## 
## Covariances:
##                     Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##  .HEX_HOH_SIN_01 ~~                                                      
##    .HEX_HOH_SIN_03     0.242    0.069    3.535    0.000    0.242    0.208
##  .HEX_HOH_SIN_02 ~~                                                      
##    .HEX_HOH_SIN_04     0.312    0.070    4.445    0.000    0.312    0.153
##  .HEX_HOH_GRE_01 ~~                                                      
##    .HEX_HOH_GRE_02     0.461    0.068    6.744    0.000    0.461    0.220
##  .HEX_HOH_GRE_03 ~~                                                      
##    .HEX_HOH_GRE_04     0.106    0.080    1.330    0.184    0.106    0.088
##  .HEX_EMO_DEP_01 ~~                                                      
##    .HEX_EMO_DEP_04    -0.401    0.047   -8.510    0.000   -0.401   -0.279
##  .HEX_EMO_DEP_02 ~~                                                      
##    .HEX_EMO_DEP_03    -0.233    0.042   -5.516    0.000   -0.233   -0.169
##  .HEX_EMO_SEN_01 ~~                                                      
##    .HEX_EMO_SEN_03    -0.111    0.043   -2.571    0.010   -0.111   -0.080
##  .HEX_EMO_SEN_02 ~~                                                      
##    .HEX_EMO_SEN_04    -0.314    0.042   -7.550    0.000   -0.314   -0.257
##  .HEX_EXT_SSE_01 ~~                                                      
##    .HEX_EXT_SSE_04     0.342    0.054    6.321    0.000    0.342    0.245
##  .HEX_EXT_SSE_02 ~~                                                      
##    .HEX_EXT_SSE_03     0.248    0.037    6.680    0.000    0.248    0.194
##  .HEX_EXT_BOL_01 ~~                                                      
##    .HEX_EXT_BOL_04     0.232    0.062    3.773    0.000    0.232    0.109
##  .HEX_EXT_BOL_02 ~~                                                      
##    .HEX_EXT_BOL_03     0.357    0.055    6.445    0.000    0.357    0.258
##  .HEX_EXT_LIV_01 ~~                                                      
##    .HEX_EXT_LIV_03    -0.443    0.046   -9.710    0.000   -0.443   -0.280
##  .HEX_EXT_LIV_02 ~~                                                      
##    .HEX_EXT_LIV_04    -0.206    0.037   -5.608    0.000   -0.206   -0.199
##  .HEX_AGR_PAT_01 ~~                                                      
##    .HEX_AGR_PAT_02    -0.441    0.044   -9.932    0.000   -0.441   -0.337
##  .HEX_AGR_PAT_03 ~~                                                      
##    .HEX_AGR_PAT_04    -0.157    0.044   -3.581    0.000   -0.157   -0.123
##  .HEX_CNS_ORG_01 ~~                                                      
##    .HEX_CNS_ORG_04    -0.223    0.049   -4.598    0.000   -0.223   -0.169
##  .HEX_CNS_ORG_02 ~~                                                      
##    .HEX_CNS_ORG_03    -0.129    0.040   -3.239    0.001   -0.129   -0.107
##  .HEX_CNS_DIL_01 ~~                                                      
##    .HEX_CNS_DIL_02     0.470    0.038   12.493    0.000    0.470    0.380
##  .HEX_CNS_DIL_03 ~~                                                      
##    .HEX_CNS_DIL_04    -0.140    0.046   -3.030    0.002   -0.140   -0.116
##  .HEX_CNS_PER_01 ~~                                                      
##    .HEX_CNS_PER_04     0.305    0.054    5.665    0.000    0.305    0.155
##  .HEX_CNS_PER_02 ~~                                                      
##    .HEX_CNS_PER_03    -0.001    0.036   -0.039    0.969   -0.001   -0.002
##  .HEX_CNS_PRU_01 ~~                                                      
##    .HEX_CNS_PRU_04     0.356    0.042    8.510    0.000    0.356    0.261
##  .HEX_CNS_PRU_02 ~~                                                      
##    .HEX_CNS_PRU_03     0.046    0.038    1.203    0.229    0.046    0.040
##  .HEX_OPN_INQ_01 ~~                                                      
##    .HEX_OPN_INQ_04    -0.321    0.061   -5.258    0.000   -0.321   -0.195
##  .HEX_OPN_INQ_02 ~~                                                      
##    .HEX_OPN_INQ_03    -0.118    0.057   -2.085    0.037   -0.118   -0.071
##  .HEX_OPN_UNC_01 ~~                                                      
##    .HEX_OPN_UNC_04     0.053    0.065    0.815    0.415    0.053    0.030
##  .HEX_OPN_UNC_02 ~~                                                      
##    .HEX_OPN_UNC_03     0.259    0.051    5.097    0.000    0.259    0.143
##  .HEX_ALT_01 ~~                                                          
##    .HEX_ALT_02         0.347    0.036    9.608    0.000    0.347    0.296
##  .HEX_ALT_03 ~~                                                          
##    .HEX_ALT_04         0.124    0.050    2.471    0.013    0.124    0.073
##  .NFP_SOC_01 ~~                                                          
##    .NFP_SOC_03         0.313    0.052    6.039    0.000    0.313    0.209
##  .NFP_SOC_02 ~~                                                          
##    .NFP_SOC_04         0.356    0.040    8.964    0.000    0.356    0.253
##  .NFP_GOV_01 ~~                                                          
##    .NFP_GOV_03         0.435    0.044    9.980    0.000    0.435    0.334
##  .NFP_GOV_02 ~~                                                          
##    .NFP_GOV_04        -0.098    0.038   -2.583    0.010   -0.098   -0.110
##  .NFP_INF_01 ~~                                                          
##    .NFP_INF_04         0.116    0.034    3.386    0.001    0.116    0.101
##  .NFP_INF_02 ~~                                                          
##    .NFP_INF_03         0.135    0.026    5.165    0.000    0.135    0.164
##  .NFP_ANO_01 ~~                                                          
##    .NFP_ANO_04         0.229    0.072    3.185    0.001    0.229    0.107
##  .NFP_ANO_02 ~~                                                          
##    .NFP_ANO_03         0.541    0.046   11.692    0.000    0.541    0.336
##   HEX_HOH_SIN ~~                                                         
##     HEX_HOH_FAI        1.094    0.081   13.490    0.000    0.484    0.484
##     HEX_HOH_GRE        0.378    0.041    9.278    0.000    0.409    0.409
##     HEX_HOH_MOD        0.411    0.040   10.154    0.000    0.387    0.387
##     HEX_EMO_FEA       -0.087    0.048   -1.806    0.071   -0.062   -0.062
##     HEX_EMO_ANX       -0.268    0.056   -4.802    0.000   -0.156   -0.156
##     HEX_EMO_DEP       -0.264    0.048   -5.538    0.000   -0.183   -0.183
##     HEX_EMO_SEN        0.088    0.048    1.830    0.067    0.059    0.059
##     HEX_EXT_SSE        0.197    0.051    3.874    0.000    0.131    0.131
##     HEX_EXT_BOL       -0.114    0.046   -2.489    0.013   -0.085   -0.085
##     HEX_EXT_SOC       -0.201    0.047   -4.245    0.000   -0.138   -0.138
##     HEX_EXT_LIV        0.194    0.049    3.930    0.000    0.124    0.124
##     HEX_AGR_FOR        0.513    0.061    8.386    0.000    0.274    0.274
##     HEX_AGR_GEN        0.368    0.044    8.303    0.000    0.304    0.304
##     HEX_AGR_FLX        0.349    0.044    7.919    0.000    0.314    0.314
##     HEX_AGR_PAT        0.329    0.046    7.160    0.000    0.239    0.239
##     HEX_CNS_ORG        0.275    0.042    6.566    0.000    0.221    0.221
##     HEX_CNS_DIL        0.254    0.035    7.359    0.000    0.266    0.266
##     HEX_CNS_PER        0.195    0.029    6.635    0.000    0.260    0.260
##     HEX_CNS_PRU        0.407    0.044    9.249    0.000    0.353    0.353
##     HEX_OPN_AES        0.241    0.057    4.257    0.000    0.146    0.146
##     HEX_OPN_INQ        0.111    0.050    2.212    0.027    0.072    0.072
##     HEX_OPN_CRE        0.120    0.037    3.245    0.001    0.106    0.106
##     HEX_OPN_UNC        0.073    0.035    2.082    0.037    0.078    0.078
##     HEX_ALT            0.304    0.036    8.364    0.000    0.339    0.339
##     NFP_PHY           -0.115    0.048   -2.387    0.017   -0.078   -0.078
##     NFP_PSY           -0.052    0.038   -1.375    0.169   -0.045   -0.045
##     NFP_SOC           -0.031    0.054   -0.586    0.558   -0.020   -0.020
##     NFP_COM            0.163    0.031    5.221    0.000    0.180    0.180
##     NFP_GOV            0.109    0.046    2.381    0.017    0.075    0.075
##     NFP_ANO           -0.097    0.046   -2.093    0.036   -0.083   -0.083
##     NFP_INF            0.141    0.038    3.727    0.000    0.129    0.129
##     NFP_GEN            0.237    0.042    5.648    0.000    0.181    0.181
##   HEX_HOH_FAI ~~                                                         
##     HEX_HOH_GRE        0.360    0.047    7.617    0.000    0.272    0.272
##     HEX_HOH_MOD        0.337    0.049    6.870    0.000    0.222    0.222
##     HEX_EMO_FEA        0.174    0.065    2.683    0.007    0.087    0.087
##     HEX_EMO_ANX       -0.423    0.075   -5.669    0.000   -0.172   -0.172
##     HEX_EMO_DEP        0.102    0.062    1.640    0.101    0.049    0.049
##     HEX_EMO_SEN        0.563    0.068    8.264    0.000    0.264    0.264
##     HEX_EXT_SSE        0.817    0.073   11.219    0.000    0.380    0.380
##     HEX_EXT_BOL        0.333    0.062    5.345    0.000    0.174    0.174
##     HEX_EXT_SOC        0.283    0.063    4.485    0.000    0.136    0.136
##     HEX_EXT_LIV        0.852    0.073   11.710    0.000    0.380    0.380
##     HEX_AGR_FOR        0.795    0.082    9.743    0.000    0.297    0.297
##     HEX_AGR_GEN        0.481    0.058    8.256    0.000    0.277    0.277
##     HEX_AGR_FLX        0.585    0.061    9.539    0.000    0.368    0.368
##     HEX_AGR_PAT        0.539    0.062    8.702    0.000    0.274    0.274
##     HEX_CNS_ORG        0.657    0.061   10.731    0.000    0.368    0.368
##     HEX_CNS_DIL        0.675    0.054   12.426    0.000    0.493    0.493
##     HEX_CNS_PER        0.425    0.045    9.542    0.000    0.395    0.395
##     HEX_CNS_PRU        0.676    0.060   11.243    0.000    0.409    0.409
##     HEX_OPN_AES        0.355    0.076    4.699    0.000    0.151    0.151
##     HEX_OPN_INQ        0.332    0.068    4.863    0.000    0.150    0.150
##     HEX_OPN_CRE        0.189    0.050    3.820    0.000    0.117    0.117
##     HEX_OPN_UNC       -0.094    0.047   -2.026    0.043   -0.071   -0.071
##     HEX_ALT            0.678    0.052   12.945    0.000    0.529    0.529
##     NFP_PHY           -0.436    0.066   -6.642    0.000   -0.206   -0.206
##     NFP_PSY           -0.374    0.053   -7.083    0.000   -0.229   -0.229
##     NFP_SOC           -0.709    0.076   -9.360    0.000   -0.311   -0.311
##     NFP_COM            0.153    0.040    3.786    0.000    0.119    0.119
##     NFP_GOV           -0.088    0.061   -1.440    0.150   -0.042   -0.042
##     NFP_ANO           -0.371    0.064   -5.748    0.000   -0.220   -0.220
##     NFP_INF            0.131    0.050    2.616    0.009    0.083    0.083
##     NFP_GEN            0.261    0.055    4.712    0.000    0.139    0.139
##   HEX_HOH_GRE ~~                                                         
##     HEX_HOH_MOD        0.386    0.036   10.700    0.000    0.620    0.620
##     HEX_EMO_FEA       -0.053    0.028   -1.903    0.057   -0.065   -0.065
##     HEX_EMO_ANX       -0.012    0.031   -0.376    0.707   -0.012   -0.012
##     HEX_EMO_DEP       -0.115    0.028   -4.164    0.000   -0.137   -0.137
##     HEX_EMO_SEN       -0.014    0.027   -0.492    0.623   -0.015   -0.015
##     HEX_EXT_SSE       -0.035    0.029   -1.217    0.224   -0.040   -0.040
##     HEX_EXT_BOL       -0.149    0.028   -5.280    0.000   -0.191   -0.191
##     HEX_EXT_SOC       -0.247    0.032   -7.614    0.000   -0.289   -0.289
##     HEX_EXT_LIV       -0.080    0.028   -2.807    0.005   -0.087   -0.087
##     HEX_AGR_FOR        0.062    0.033    1.859    0.063    0.057    0.057
##     HEX_AGR_GEN        0.078    0.024    3.294    0.001    0.110    0.110
##     HEX_AGR_FLX        0.107    0.024    4.455    0.000    0.164    0.164
##     HEX_AGR_PAT        0.127    0.027    4.768    0.000    0.157    0.157
##     HEX_CNS_ORG        0.005    0.023    0.244    0.807    0.008    0.008
##     HEX_CNS_DIL        0.020    0.018    1.077    0.281    0.035    0.035
##     HEX_CNS_PER        0.020    0.015    1.308    0.191    0.045    0.045
##     HEX_CNS_PRU        0.067    0.023    2.891    0.004    0.100    0.100
##     HEX_OPN_AES        0.025    0.032    0.798    0.425    0.026    0.026
##     HEX_OPN_INQ        0.023    0.029    0.809    0.418    0.026    0.026
##     HEX_OPN_CRE       -0.036    0.021   -1.727    0.084   -0.055   -0.055
##     HEX_OPN_UNC       -0.001    0.020   -0.063    0.950   -0.002   -0.002
##     HEX_ALT            0.103    0.021    4.989    0.000    0.197    0.197
##     NFP_PHY            0.038    0.027    1.375    0.169    0.044    0.044
##     NFP_PSY           -0.033    0.022   -1.543    0.123   -0.050   -0.050
##     NFP_SOC            0.089    0.031    2.844    0.004    0.095    0.095
##     NFP_COM            0.022    0.017    1.322    0.186    0.042    0.042
##     NFP_GOV           -0.025    0.026   -0.967    0.333   -0.030   -0.030
##     NFP_ANO           -0.071    0.027   -2.652    0.008   -0.104   -0.104
##     NFP_INF            0.012    0.021    0.585    0.559    0.019    0.019
##     NFP_GEN           -0.020    0.023   -0.874    0.382   -0.026   -0.026
##   HEX_HOH_MOD ~~                                                         
##     HEX_EMO_FEA        0.127    0.033    3.867    0.000    0.135    0.135
##     HEX_EMO_ANX        0.211    0.038    5.560    0.000    0.183    0.183
##     HEX_EMO_DEP       -0.085    0.031   -2.714    0.007   -0.087   -0.087
##     HEX_EMO_SEN        0.189    0.034    5.622    0.000    0.188    0.188
##     HEX_EXT_SSE       -0.187    0.035   -5.393    0.000   -0.185   -0.185
##     HEX_EXT_BOL       -0.341    0.036   -9.574    0.000   -0.378   -0.378
##     HEX_EXT_SOC       -0.342    0.036   -9.519    0.000   -0.348   -0.348
##     HEX_EXT_LIV       -0.168    0.034   -4.988    0.000   -0.159   -0.159
##     HEX_AGR_FOR       -0.004    0.039   -0.100    0.920   -0.003   -0.003
##     HEX_AGR_GEN        0.147    0.028    5.220    0.000    0.180    0.180
##     HEX_AGR_FLX        0.131    0.027    4.760    0.000    0.174    0.174
##     HEX_AGR_PAT        0.093    0.030    3.147    0.002    0.100    0.100
##     HEX_CNS_ORG        0.041    0.027    1.536    0.125    0.049    0.049
##     HEX_CNS_DIL        0.033    0.021    1.558    0.119    0.052    0.052
##     HEX_CNS_PER        0.058    0.018    3.187    0.001    0.114    0.114
##     HEX_CNS_PRU        0.153    0.028    5.471    0.000    0.196    0.196
##     HEX_OPN_AES        0.101    0.038    2.697    0.007    0.092    0.092
##     HEX_OPN_INQ        0.007    0.034    0.214    0.831    0.007    0.007
##     HEX_OPN_CRE       -0.030    0.024   -1.227    0.220   -0.039   -0.039
##     HEX_OPN_UNC        0.029    0.023    1.239    0.215    0.046    0.046
##     HEX_ALT            0.291    0.027   10.768    0.000    0.482    0.482
##     NFP_PHY            0.128    0.033    3.943    0.000    0.129    0.129
##     NFP_PSY           -0.050    0.025   -1.966    0.049   -0.065   -0.065
##     NFP_SOC            0.166    0.037    4.522    0.000    0.155    0.155
##     NFP_COM           -0.012    0.020   -0.594    0.553   -0.019   -0.019
##     NFP_GOV           -0.057    0.031   -1.861    0.063   -0.058   -0.058
##     NFP_ANO           -0.173    0.033   -5.310    0.000   -0.219   -0.219
##     NFP_INF            0.098    0.026    3.833    0.000    0.132    0.132
##     NFP_GEN           -0.046    0.027   -1.677    0.093   -0.052   -0.052
##   HEX_EMO_FEA ~~                                                         
##     HEX_EMO_ANX        1.006    0.066   15.201    0.000    0.663    0.663
##     HEX_EMO_DEP        0.552    0.050   11.086    0.000    0.432    0.432
##     HEX_EMO_SEN        0.620    0.053   11.631    0.000    0.470    0.470
##     HEX_EXT_SSE       -0.349    0.049   -7.158    0.000   -0.262   -0.262
##     HEX_EXT_BOL       -0.464    0.048   -9.663    0.000   -0.393   -0.393
##     HEX_EXT_SOC       -0.205    0.044   -4.666    0.000   -0.159   -0.159
##     HEX_EXT_LIV       -0.373    0.048   -7.758    0.000   -0.270   -0.270
##     HEX_AGR_FOR       -0.363    0.056   -6.531    0.000   -0.219   -0.219
##     HEX_AGR_GEN       -0.109    0.037   -2.898    0.004   -0.101   -0.101
##     HEX_AGR_FLX       -0.169    0.037   -4.516    0.000   -0.172   -0.172
##     HEX_AGR_PAT       -0.269    0.042   -6.381    0.000   -0.221   -0.221
##     HEX_CNS_ORG       -0.054    0.037   -1.479    0.139   -0.049   -0.049
##     HEX_CNS_DIL       -0.140    0.030   -4.625    0.000   -0.166   -0.166
##     HEX_CNS_PER        0.059    0.025    2.393    0.017    0.089    0.089
##     HEX_CNS_PRU       -0.071    0.037   -1.909    0.056   -0.069   -0.069
##     HEX_OPN_AES       -0.078    0.052   -1.520    0.128   -0.054   -0.054
##     HEX_OPN_INQ       -0.432    0.050   -8.563    0.000   -0.316   -0.316
##     HEX_OPN_CRE       -0.096    0.034   -2.818    0.005   -0.096   -0.096
##     HEX_OPN_UNC       -0.171    0.034   -5.055    0.000   -0.207   -0.207
##     HEX_ALT            0.232    0.033    7.046    0.000    0.293    0.293
##     NFP_PHY            0.470    0.048    9.724    0.000    0.361    0.361
##     NFP_PSY            0.043    0.035    1.239    0.215    0.043    0.043
##     NFP_SOC            0.288    0.051    5.647    0.000    0.204    0.204
##     NFP_COM           -0.031    0.027   -1.120    0.263   -0.038   -0.038
##     NFP_GOV           -0.129    0.042   -3.040    0.002   -0.101   -0.101
##     NFP_ANO           -0.052    0.043   -1.221    0.222   -0.050   -0.050
##     NFP_INF            0.148    0.035    4.204    0.000    0.152    0.152
##     NFP_GEN            0.105    0.038    2.752    0.006    0.090    0.090
##   HEX_EMO_ANX ~~                                                         
##     HEX_EMO_DEP        0.523    0.053    9.873    0.000    0.333    0.333
##     HEX_EMO_SEN        0.577    0.056   10.304    0.000    0.356    0.356
##     HEX_EXT_SSE       -0.956    0.063  -15.141    0.000   -0.586   -0.586
##     HEX_EXT_BOL       -0.703    0.057  -12.280    0.000   -0.484   -0.484
##     HEX_EXT_SOC       -0.552    0.054  -10.168    0.000   -0.348   -0.348
##     HEX_EXT_LIV       -0.981    0.064  -15.258    0.000   -0.577   -0.577
##     HEX_AGR_FOR       -0.860    0.068  -12.733    0.000   -0.423   -0.423
##     HEX_AGR_GEN       -0.392    0.046   -8.475    0.000   -0.298   -0.298
##     HEX_AGR_FLX       -0.429    0.048   -9.008    0.000   -0.355   -0.355
##     HEX_AGR_PAT       -0.589    0.052  -11.416    0.000   -0.394   -0.394
##     HEX_CNS_ORG       -0.306    0.044   -6.927    0.000   -0.225   -0.225
##     HEX_CNS_DIL       -0.271    0.036   -7.487    0.000   -0.260   -0.260
##     HEX_CNS_PER        0.063    0.028    2.256    0.024    0.077    0.077
##     HEX_CNS_PRU       -0.297    0.044   -6.778    0.000   -0.237   -0.237
##     HEX_OPN_AES       -0.067    0.059   -1.137    0.255   -0.037   -0.037
##     HEX_OPN_INQ       -0.333    0.054   -6.119    0.000   -0.198   -0.198
##     HEX_OPN_CRE       -0.092    0.039   -2.388    0.017   -0.075   -0.075
##     HEX_OPN_UNC       -0.020    0.036   -0.543    0.587   -0.019   -0.019
##     HEX_ALT            0.124    0.036    3.453    0.001    0.127    0.127
##     NFP_PHY            0.745    0.057   13.141    0.000    0.464    0.464
##     NFP_PSY            0.148    0.040    3.708    0.000    0.120    0.120
##     NFP_SOC            0.731    0.062   11.729    0.000    0.422    0.422
##     NFP_COM           -0.069    0.031   -2.208    0.027   -0.071   -0.071
##     NFP_GOV           -0.104    0.048   -2.167    0.030   -0.066   -0.066
##     NFP_ANO           -0.080    0.049   -1.647    0.099   -0.063   -0.063
##     NFP_INF            0.142    0.040    3.570    0.000    0.119    0.119
##     NFP_GEN           -0.011    0.043   -0.250    0.803   -0.008   -0.008
##   HEX_EMO_DEP ~~                                                         
##     HEX_EMO_SEN        0.727    0.054   13.461    0.000    0.533    0.533
##     HEX_EXT_SSE        0.121    0.045    2.694    0.007    0.088    0.088
##     HEX_EXT_BOL        0.195    0.041    4.708    0.000    0.159    0.159
##     HEX_EXT_SOC        0.571    0.049   11.637    0.000    0.428    0.428
##     HEX_EXT_LIV        0.118    0.044    2.703    0.007    0.082    0.082
##     HEX_AGR_FOR        0.070    0.052    1.351    0.177    0.041    0.041
##     HEX_AGR_GEN       -0.054    0.036   -1.500    0.134   -0.048   -0.048
##     HEX_AGR_FLX       -0.041    0.035   -1.178    0.239   -0.040   -0.040
##     HEX_AGR_PAT       -0.183    0.040   -4.636    0.000   -0.146   -0.146
##     HEX_CNS_ORG       -0.048    0.035   -1.368    0.171   -0.042   -0.042
##     HEX_CNS_DIL        0.014    0.028    0.499    0.618    0.016    0.016
##     HEX_CNS_PER        0.016    0.023    0.672    0.502    0.023    0.023
##     HEX_CNS_PRU       -0.200    0.037   -5.456    0.000   -0.189   -0.189
##     HEX_OPN_AES        0.006    0.049    0.112    0.911    0.004    0.004
##     HEX_OPN_INQ       -0.148    0.045   -3.286    0.001   -0.105   -0.105
##     HEX_OPN_CRE        0.047    0.032    1.451    0.147    0.046    0.046
##     HEX_OPN_UNC       -0.027    0.031   -0.871    0.384   -0.031   -0.031
##     HEX_ALT            0.285    0.033    8.760    0.000    0.348    0.348
##     NFP_PHY           -0.176    0.043   -4.099    0.000   -0.131   -0.131
##     NFP_PSY           -0.657    0.046  -14.238    0.000   -0.631   -0.631
##     NFP_SOC           -0.545    0.053  -10.367    0.000   -0.374   -0.374
##     NFP_COM           -0.083    0.027   -3.113    0.002   -0.101   -0.101
##     NFP_GOV           -0.213    0.041   -5.135    0.000   -0.161   -0.161
##     NFP_ANO           -0.170    0.042   -4.034    0.000   -0.158   -0.158
##     NFP_INF           -0.202    0.034   -5.872    0.000   -0.201   -0.201
##     NFP_GEN           -0.229    0.038   -6.113    0.000   -0.191   -0.191
##   HEX_EMO_SEN ~~                                                         
##     HEX_EXT_SSE        0.138    0.047    2.959    0.003    0.097    0.097
##     HEX_EXT_BOL        0.095    0.042    2.255    0.024    0.075    0.075
##     HEX_EXT_SOC        0.373    0.046    8.033    0.000    0.271    0.271
##     HEX_EXT_LIV        0.196    0.046    4.289    0.000    0.133    0.133
##     HEX_AGR_FOR        0.276    0.055    5.053    0.000    0.156    0.156
##     HEX_AGR_GEN        0.293    0.040    7.286    0.000    0.256    0.256
##     HEX_AGR_FLX        0.134    0.037    3.641    0.000    0.128    0.128
##     HEX_AGR_PAT        0.011    0.040    0.263    0.792    0.008    0.008
##     HEX_CNS_ORG        0.100    0.037    2.705    0.007    0.085    0.085
##     HEX_CNS_DIL        0.176    0.031    5.689    0.000    0.194    0.194
##     HEX_CNS_PER        0.234    0.029    8.026    0.000    0.329    0.329
##     HEX_CNS_PRU        0.071    0.037    1.924    0.054    0.065    0.065
##     HEX_OPN_AES        0.413    0.054    7.602    0.000    0.265    0.265
##     HEX_OPN_INQ        0.075    0.046    1.625    0.104    0.052    0.052
##     HEX_OPN_CRE        0.267    0.037    7.261    0.000    0.251    0.251
##     HEX_OPN_UNC        0.117    0.033    3.572    0.000    0.133    0.133
##     HEX_ALT            0.684    0.044   15.427    0.000    0.807    0.807
##     NFP_PHY           -0.045    0.044   -1.008    0.313   -0.032   -0.032
##     NFP_PSY           -0.378    0.039   -9.591    0.000   -0.351   -0.351
##     NFP_SOC           -0.360    0.052   -6.954    0.000   -0.239   -0.239
##     NFP_COM            0.031    0.027    1.146    0.252    0.037    0.037
##     NFP_GOV           -0.127    0.042   -3.004    0.003   -0.093   -0.093
##     NFP_ANO           -0.231    0.045   -5.192    0.000   -0.208   -0.208
##     NFP_INF            0.050    0.035    1.448    0.148    0.048    0.048
##     NFP_GEN            0.033    0.038    0.888    0.375    0.027    0.027
##   HEX_EXT_SSE ~~                                                         
##     HEX_EXT_BOL        0.833    0.058   14.374    0.000    0.655    0.655
##     HEX_EXT_SOC        0.722    0.055   13.219    0.000    0.520    0.520
##     HEX_EXT_LIV        1.329    0.071   18.632    0.000    0.893    0.893
##     HEX_AGR_FOR        0.647    0.060   10.746    0.000    0.363    0.363
##     HEX_AGR_GEN        0.340    0.042    8.087    0.000    0.295    0.295
##     HEX_AGR_FLX        0.392    0.044    8.973    0.000    0.370    0.370
##     HEX_AGR_PAT        0.468    0.046   10.138    0.000    0.357    0.357
##     HEX_CNS_ORG        0.611    0.048   12.619    0.000    0.515    0.515
##     HEX_CNS_DIL        0.622    0.045   13.974    0.000    0.684    0.684
##     HEX_CNS_PER        0.208    0.029    7.214    0.000    0.291    0.291
##     HEX_CNS_PRU        0.563    0.045   12.383    0.000    0.513    0.513
##     HEX_OPN_AES        0.185    0.054    3.427    0.001    0.118    0.118
##     HEX_OPN_INQ        0.295    0.050    5.929    0.000    0.201    0.201
##     HEX_OPN_CRE        0.199    0.037    5.456    0.000    0.186    0.186
##     HEX_OPN_UNC        0.027    0.033    0.799    0.424    0.030    0.030
##     HEX_ALT            0.274    0.034    7.972    0.000    0.322    0.322
##     NFP_PHY           -0.675    0.052  -12.967    0.000   -0.481   -0.481
##     NFP_PSY           -0.501    0.043  -11.732    0.000   -0.463   -0.463
##     NFP_SOC           -1.123    0.066  -16.923    0.000   -0.741   -0.741
##     NFP_COM           -0.017    0.028   -0.594    0.553   -0.020   -0.020
##     NFP_GOV           -0.100    0.044   -2.281    0.023   -0.073   -0.073
##     NFP_ANO           -0.333    0.048   -6.982    0.000   -0.298   -0.298
##     NFP_INF           -0.149    0.037   -4.083    0.000   -0.143   -0.143
##     NFP_GEN           -0.041    0.039   -1.034    0.301   -0.033   -0.033
##   HEX_EXT_BOL ~~                                                         
##     HEX_EXT_SOC        0.974    0.064   15.211    0.000    0.789    0.789
##     HEX_EXT_LIV        0.830    0.058   14.208    0.000    0.627    0.627
##     HEX_AGR_FOR        0.446    0.054    8.240    0.000    0.281    0.281
##     HEX_AGR_GEN        0.141    0.036    3.950    0.000    0.138    0.138
##     HEX_AGR_FLX        0.193    0.036    5.363    0.000    0.205    0.205
##     HEX_AGR_PAT        0.188    0.039    4.819    0.000    0.162    0.162
##     HEX_CNS_ORG        0.263    0.037    7.039    0.000    0.249    0.249
##     HEX_CNS_DIL        0.367    0.035   10.497    0.000    0.454    0.454
##     HEX_CNS_PER        0.059    0.023    2.512    0.012    0.092    0.092
##     HEX_CNS_PRU        0.163    0.036    4.573    0.000    0.167    0.167
##     HEX_OPN_AES        0.319    0.051    6.307    0.000    0.229    0.229
##     HEX_OPN_INQ        0.400    0.048    8.366    0.000    0.305    0.305
##     HEX_OPN_CRE        0.325    0.037    8.790    0.000    0.341    0.341
##     HEX_OPN_UNC        0.166    0.032    5.177    0.000    0.210    0.210
##     HEX_ALT            0.110    0.030    3.686    0.000    0.145    0.145
##     NFP_PHY           -0.700    0.052  -13.447    0.000   -0.561   -0.561
##     NFP_PSY           -0.474    0.041  -11.525    0.000   -0.492   -0.492
##     NFP_SOC           -1.103    0.069  -16.052    0.000   -0.818   -0.818
##     NFP_COM            0.021    0.026    0.820    0.412    0.028    0.028
##     NFP_GOV           -0.003    0.040   -0.065    0.949   -0.002   -0.002
##     NFP_ANO           -0.132    0.041   -3.235    0.001   -0.133   -0.133
##     NFP_INF           -0.211    0.034   -6.172    0.000   -0.227   -0.227
##     NFP_GEN           -0.097    0.036   -2.711    0.007   -0.087   -0.087
##   HEX_EXT_SOC ~~                                                         
##     HEX_EXT_LIV        0.884    0.060   14.821    0.000    0.612    0.612
##     HEX_AGR_FOR        0.725    0.060   12.138    0.000    0.419    0.419
##     HEX_AGR_GEN        0.380    0.041    9.209    0.000    0.339    0.339
##     HEX_AGR_FLX        0.345    0.041    8.489    0.000    0.336    0.336
##     HEX_AGR_PAT        0.281    0.041    6.860    0.000    0.222    0.222
##     HEX_CNS_ORG        0.156    0.036    4.306    0.000    0.135    0.135
##     HEX_CNS_DIL        0.248    0.032    7.852    0.000    0.281    0.281
##     HEX_CNS_PER        0.026    0.024    1.124    0.261    0.038    0.038
##     HEX_CNS_PRU       -0.044    0.036   -1.233    0.218   -0.041   -0.041
##     HEX_OPN_AES        0.219    0.051    4.326    0.000    0.144    0.144
##     HEX_OPN_INQ        0.210    0.046    4.578    0.000    0.147    0.147
##     HEX_OPN_CRE        0.233    0.035    6.646    0.000    0.224    0.224
##     HEX_OPN_UNC        0.079    0.031    2.525    0.012    0.092    0.092
##     HEX_ALT            0.256    0.032    7.912    0.000    0.310    0.310
##     NFP_PHY           -0.893    0.057  -15.678    0.000   -0.656   -0.656
##     NFP_PSY           -0.541    0.043  -12.507    0.000   -0.515   -0.515
##     NFP_SOC           -1.405    0.078  -18.129    0.000   -0.955   -0.955
##     NFP_COM           -0.001    0.026   -0.036    0.971   -0.001   -0.001
##     NFP_GOV           -0.072    0.041   -1.765    0.078   -0.054   -0.054
##     NFP_ANO           -0.150    0.042   -3.580    0.000   -0.139   -0.139
##     NFP_INF           -0.284    0.036   -7.882    0.000   -0.280   -0.280
##     NFP_GEN           -0.191    0.037   -5.110    0.000   -0.157   -0.157
##   HEX_EXT_LIV ~~                                                         
##     HEX_AGR_FOR        0.752    0.061   12.269    0.000    0.405    0.405
##     HEX_AGR_GEN        0.446    0.044   10.135    0.000    0.372    0.372
##     HEX_AGR_FLX        0.464    0.046   10.181    0.000    0.421    0.421
##     HEX_AGR_PAT        0.520    0.047   11.133    0.000    0.381    0.381
##     HEX_CNS_ORG        0.569    0.047   12.065    0.000    0.460    0.460
##     HEX_CNS_DIL        0.561    0.043   13.172    0.000    0.592    0.592
##     HEX_CNS_PER        0.159    0.027    5.940    0.000    0.214    0.214
##     HEX_CNS_PRU        0.421    0.042   10.018    0.000    0.368    0.368
##     HEX_OPN_AES        0.184    0.053    3.492    0.000    0.113    0.113
##     HEX_OPN_INQ        0.259    0.048    5.384    0.000    0.169    0.169
##     HEX_OPN_CRE        0.192    0.036    5.412    0.000    0.172    0.172
##     HEX_OPN_UNC        0.006    0.032    0.176    0.861    0.006    0.006
##     HEX_ALT            0.291    0.034    8.555    0.000    0.328    0.328
##     NFP_PHY           -0.732    0.053  -13.775    0.000   -0.501   -0.501
##     NFP_PSY           -0.491    0.042  -11.613    0.000   -0.436   -0.436
##     NFP_SOC           -1.190    0.069  -17.131    0.000   -0.754   -0.754
##     NFP_COM           -0.035    0.028   -1.279    0.201   -0.040   -0.040
##     NFP_GOV           -0.111    0.043   -2.607    0.009   -0.078   -0.078
##     NFP_ANO           -0.312    0.046   -6.737    0.000   -0.268   -0.268
##     NFP_INF           -0.200    0.036   -5.553    0.000   -0.184   -0.184
##     NFP_GEN           -0.094    0.038   -2.441    0.015   -0.072   -0.072
##   HEX_AGR_FOR ~~                                                         
##     HEX_AGR_GEN        0.907    0.062   14.651    0.000    0.632    0.632
##     HEX_AGR_FLX        0.694    0.058   11.991    0.000    0.527    0.527
##     HEX_AGR_PAT        0.898    0.060   15.055    0.000    0.550    0.550
##     HEX_CNS_ORG        0.143    0.045    3.206    0.001    0.096    0.096
##     HEX_CNS_DIL        0.190    0.037    5.189    0.000    0.167    0.167
##     HEX_CNS_PER        0.036    0.029    1.235    0.217    0.041    0.041
##     HEX_CNS_PRU        0.171    0.045    3.800    0.000    0.125    0.125
##     HEX_OPN_AES        0.302    0.063    4.799    0.000    0.155    0.155
##     HEX_OPN_INQ        0.299    0.057    5.243    0.000    0.163    0.163
##     HEX_OPN_CRE        0.191    0.042    4.584    0.000    0.143    0.143
##     HEX_OPN_UNC        0.089    0.039    2.293    0.022    0.081    0.081
##     HEX_ALT            0.434    0.041   10.526    0.000    0.409    0.409
##     NFP_PHY           -0.719    0.058  -12.328    0.000   -0.412   -0.412
##     NFP_PSY           -0.297    0.044   -6.791    0.000   -0.220   -0.220
##     NFP_SOC           -0.778    0.065  -11.890    0.000   -0.412   -0.412
##     NFP_COM            0.038    0.033    1.152    0.249    0.035    0.035
##     NFP_GOV            0.024    0.051    0.468    0.640    0.014    0.014
##     NFP_ANO           -0.120    0.052   -2.313    0.021   -0.086   -0.086
##     NFP_INF           -0.141    0.042   -3.354    0.001   -0.108   -0.108
##     NFP_GEN           -0.030    0.045   -0.666    0.505   -0.019   -0.019
##   HEX_AGR_GEN ~~                                                         
##     HEX_AGR_FLX        0.612    0.050   12.235    0.000    0.718    0.718
##     HEX_AGR_PAT        0.663    0.048   13.756    0.000    0.628    0.628
##     HEX_CNS_ORG        0.128    0.031    4.094    0.000    0.134    0.134
##     HEX_CNS_DIL        0.163    0.026    6.179    0.000    0.222    0.222
##     HEX_CNS_PER        0.084    0.021    3.947    0.000    0.145    0.145
##     HEX_CNS_PRU        0.166    0.032    5.201    0.000    0.188    0.188
##     HEX_OPN_AES        0.274    0.045    6.096    0.000    0.217    0.217
##     HEX_OPN_INQ        0.226    0.040    5.603    0.000    0.190    0.190
##     HEX_OPN_CRE        0.150    0.029    5.090    0.000    0.174    0.174
##     HEX_OPN_UNC        0.132    0.028    4.683    0.000    0.184    0.184
##     HEX_ALT            0.396    0.033   11.891    0.000    0.576    0.576
##     NFP_PHY           -0.337    0.040   -8.368    0.000   -0.298   -0.298
##     NFP_PSY           -0.139    0.030   -4.636    0.000   -0.159   -0.159
##     NFP_SOC           -0.398    0.046   -8.722    0.000   -0.326   -0.326
##     NFP_COM            0.020    0.023    0.887    0.375    0.029    0.029
##     NFP_GOV            0.051    0.035    1.441    0.150    0.046    0.046
##     NFP_ANO           -0.077    0.036   -2.138    0.033   -0.085   -0.085
##     NFP_INF           -0.022    0.029   -0.762    0.446   -0.026   -0.026
##     NFP_GEN            0.042    0.032    1.337    0.181    0.042    0.042
##   HEX_AGR_FLX ~~                                                         
##     HEX_AGR_PAT        0.633    0.050   12.716    0.000    0.653    0.653
##     HEX_CNS_ORG        0.275    0.035    7.949    0.000    0.313    0.313
##     HEX_CNS_DIL        0.240    0.029    8.362    0.000    0.357    0.357
##     HEX_CNS_PER        0.106    0.021    4.958    0.000    0.201    0.201
##     HEX_CNS_PRU        0.303    0.035    8.620    0.000    0.372    0.372
##     HEX_OPN_AES        0.305    0.045    6.750    0.000    0.263    0.263
##     HEX_OPN_INQ        0.213    0.040    5.381    0.000    0.196    0.196
##     HEX_OPN_CRE        0.160    0.029    5.451    0.000    0.201    0.201
##     HEX_OPN_UNC        0.123    0.027    4.475    0.000    0.187    0.187
##     HEX_ALT            0.304    0.031    9.763    0.000    0.481    0.481
##     NFP_PHY           -0.458    0.044  -10.397    0.000   -0.441   -0.441
##     NFP_PSY           -0.265    0.033   -8.123    0.000   -0.331   -0.331
##     NFP_SOC           -0.524    0.050  -10.485    0.000   -0.467   -0.467
##     NFP_COM           -0.040    0.022   -1.788    0.074   -0.063   -0.063
##     NFP_GOV           -0.118    0.035   -3.405    0.001   -0.116   -0.116
##     NFP_ANO           -0.230    0.038   -6.080    0.000   -0.278   -0.278
##     NFP_INF           -0.102    0.029   -3.580    0.000   -0.132   -0.132
##     NFP_GEN           -0.006    0.031   -0.189    0.850   -0.006   -0.006
##   HEX_AGR_PAT ~~                                                         
##     HEX_CNS_ORG        0.184    0.034    5.334    0.000    0.169    0.169
##     HEX_CNS_DIL        0.199    0.029    6.947    0.000    0.239    0.239
##     HEX_CNS_PER        0.110    0.023    4.710    0.000    0.168    0.168
##     HEX_CNS_PRU        0.418    0.039   10.819    0.000    0.416    0.416
##     HEX_OPN_AES        0.277    0.048    5.779    0.000    0.193    0.193
##     HEX_OPN_INQ        0.279    0.044    6.383    0.000    0.207    0.207
##     HEX_OPN_CRE        0.151    0.032    4.779    0.000    0.154    0.154
##     HEX_OPN_UNC        0.127    0.030    4.220    0.000    0.156    0.156
##     HEX_ALT            0.319    0.032   10.073    0.000    0.408    0.408
##     NFP_PHY           -0.385    0.043   -8.981    0.000   -0.300   -0.300
##     NFP_PSY           -0.116    0.032   -3.633    0.000   -0.117   -0.117
##     NFP_SOC           -0.444    0.048   -9.183    0.000   -0.320   -0.320
##     NFP_COM            0.008    0.025    0.333    0.739    0.010    0.010
##     NFP_GOV            0.023    0.038    0.599    0.549    0.018    0.018
##     NFP_ANO           -0.128    0.039   -3.269    0.001   -0.125   -0.125
##     NFP_INF           -0.034    0.031   -1.092    0.275   -0.036   -0.036
##     NFP_GEN            0.033    0.034    0.966    0.334    0.029    0.029
##   HEX_CNS_ORG ~~                                                         
##     HEX_CNS_DIL        0.531    0.040   13.147    0.000    0.703    0.703
##     HEX_CNS_PER        0.342    0.032   10.714    0.000    0.577    0.577
##     HEX_CNS_PRU        0.675    0.047   14.297    0.000    0.740    0.740
##     HEX_OPN_AES        0.130    0.043    3.037    0.002    0.100    0.100
##     HEX_OPN_INQ        0.149    0.039    3.843    0.000    0.122    0.122
##     HEX_OPN_CRE        0.027    0.028    0.968    0.333    0.030    0.030
##     HEX_OPN_UNC       -0.045    0.026   -1.712    0.087   -0.061   -0.061
##     HEX_ALT            0.198    0.028    7.162    0.000    0.279    0.279
##     NFP_PHY           -0.150    0.037   -4.061    0.000   -0.129   -0.129
##     NFP_PSY           -0.166    0.030   -5.555    0.000   -0.185   -0.185
##     NFP_SOC           -0.406    0.045   -8.977    0.000   -0.323   -0.323
##     NFP_COM            0.052    0.023    2.310    0.021    0.073    0.073
##     NFP_GOV           -0.022    0.035   -0.643    0.520   -0.019   -0.019
##     NFP_ANO           -0.173    0.037   -4.734    0.000   -0.186   -0.186
##     NFP_INF            0.071    0.029    2.494    0.013    0.082    0.082
##     NFP_GEN            0.114    0.031    3.623    0.000    0.110    0.110
##   HEX_CNS_DIL ~~                                                         
##     HEX_CNS_PER        0.323    0.029   11.124    0.000    0.711    0.711
##     HEX_CNS_PRU        0.533    0.039   13.770    0.000    0.762    0.762
##     HEX_OPN_AES        0.242    0.036    6.677    0.000    0.242    0.242
##     HEX_OPN_INQ        0.284    0.034    8.301    0.000    0.304    0.304
##     HEX_OPN_CRE        0.144    0.024    6.017    0.000    0.212    0.212
##     HEX_OPN_UNC        0.068    0.022    3.168    0.002    0.121    0.121
##     HEX_ALT            0.244    0.025    9.936    0.000    0.450    0.450
##     NFP_PHY           -0.215    0.031   -6.897    0.000   -0.240   -0.240
##     NFP_PSY           -0.214    0.026   -8.221    0.000   -0.310   -0.310
##     NFP_SOC           -0.453    0.040  -11.257    0.000   -0.470   -0.470
##     NFP_COM            0.065    0.019    3.526    0.000    0.120    0.120
##     NFP_GOV            0.005    0.028    0.184    0.854    0.006    0.006
##     NFP_ANO           -0.168    0.030   -5.595    0.000   -0.236   -0.236
##     NFP_INF            0.039    0.023    1.710    0.087    0.059    0.059
##     NFP_GEN            0.081    0.025    3.218    0.001    0.102    0.102
##   HEX_CNS_PER ~~                                                         
##     HEX_CNS_PRU        0.366    0.032   11.320    0.000    0.667    0.667
##     HEX_OPN_AES        0.244    0.032    7.522    0.000    0.311    0.311
##     HEX_OPN_INQ        0.198    0.029    6.916    0.000    0.270    0.270
##     HEX_OPN_CRE        0.156    0.022    7.148    0.000    0.291    0.291
##     HEX_OPN_UNC        0.110    0.020    5.610    0.000    0.249    0.249
##     HEX_ALT            0.204    0.022    9.283    0.000    0.479    0.479
##     NFP_PHY            0.046    0.024    1.871    0.061    0.065    0.065
##     NFP_PSY           -0.052    0.019   -2.680    0.007   -0.096   -0.096
##     NFP_SOC           -0.097    0.028   -3.494    0.000   -0.128   -0.128
##     NFP_COM            0.078    0.016    4.832    0.000    0.182    0.182
##     NFP_GOV            0.068    0.023    2.896    0.004    0.099    0.099
##     NFP_ANO           -0.051    0.024   -2.167    0.030   -0.092   -0.092
##     NFP_INF            0.153    0.022    7.051    0.000    0.292    0.292
##     NFP_GEN            0.183    0.024    7.628    0.000    0.292    0.292
##   HEX_CNS_PRU ~~                                                         
##     HEX_OPN_AES        0.221    0.044    5.047    0.000    0.183    0.183
##     HEX_OPN_INQ        0.260    0.040    6.460    0.000    0.230    0.230
##     HEX_OPN_CRE        0.067    0.028    2.396    0.017    0.082    0.082
##     HEX_OPN_UNC        0.038    0.027    1.416    0.157    0.055    0.055
##     HEX_ALT            0.244    0.028    8.644    0.000    0.373    0.373
##     NFP_PHY           -0.091    0.037   -2.475    0.013   -0.085   -0.085
##     NFP_PSY           -0.119    0.029   -4.039    0.000   -0.143   -0.143
##     NFP_SOC           -0.292    0.043   -6.791    0.000   -0.250   -0.250
##     NFP_COM            0.066    0.023    2.859    0.004    0.100    0.100
##     NFP_GOV           -0.010    0.035   -0.282    0.778   -0.009   -0.009
##     NFP_ANO           -0.200    0.037   -5.379    0.000   -0.233   -0.233
##     NFP_INF            0.130    0.029    4.424    0.000    0.161    0.161
##     NFP_GEN            0.117    0.032    3.678    0.000    0.121    0.121
##   HEX_OPN_AES ~~                                                         
##     HEX_OPN_INQ        1.058    0.069   15.352    0.000    0.656    0.656
##     HEX_OPN_CRE        0.920    0.062   14.772    0.000    0.783    0.783
##     HEX_OPN_UNC        0.759    0.059   12.874    0.000    0.781    0.781
##     HEX_ALT            0.409    0.040   10.258    0.000    0.438    0.438
##     NFP_PHY           -0.182    0.052   -3.520    0.000   -0.118   -0.118
##     NFP_PSY           -0.162    0.041   -3.963    0.000   -0.136   -0.136
##     NFP_SOC           -0.206    0.058   -3.567    0.000   -0.124   -0.124
##     NFP_COM            0.107    0.032    3.312    0.001    0.113    0.113
##     NFP_GOV            0.036    0.049    0.749    0.454    0.024    0.024
##     NFP_ANO           -0.016    0.049   -0.315    0.753   -0.013   -0.013
##     NFP_INF            0.079    0.040    1.975    0.048    0.069    0.069
##     NFP_GEN            0.182    0.044    4.123    0.000    0.133    0.133
##   HEX_OPN_INQ ~~                                                         
##     HEX_OPN_CRE        0.523    0.045   11.518    0.000    0.474    0.474
##     HEX_OPN_UNC        0.612    0.051   12.044    0.000    0.670    0.670
##     HEX_ALT            0.202    0.034    6.005    0.000    0.231    0.231
##     NFP_PHY           -0.283    0.047   -5.968    0.000   -0.196   -0.196
##     NFP_PSY           -0.109    0.037   -2.989    0.003   -0.098   -0.098
##     NFP_SOC           -0.236    0.052   -4.499    0.000   -0.151   -0.151
##     NFP_COM            0.134    0.030    4.539    0.000    0.152    0.152
##     NFP_GOV            0.095    0.044    2.166    0.030    0.067    0.067
##     NFP_ANO            0.111    0.045    2.468    0.014    0.096    0.096
##     NFP_INF            0.030    0.036    0.822    0.411    0.027    0.027
##     NFP_GEN            0.132    0.040    3.319    0.001    0.102    0.102
##   HEX_OPN_CRE ~~                                                         
##     HEX_OPN_UNC        0.448    0.040   11.214    0.000    0.674    0.674
##     HEX_ALT            0.243    0.027    8.932    0.000    0.380    0.380
##     NFP_PHY           -0.119    0.034   -3.496    0.000   -0.113   -0.113
##     NFP_PSY           -0.147    0.028   -5.316    0.000   -0.181   -0.181
##     NFP_SOC           -0.210    0.039   -5.391    0.000   -0.185   -0.185
##     NFP_COM            0.079    0.021    3.720    0.000    0.123    0.123
##     NFP_GOV            0.089    0.032    2.769    0.006    0.086    0.086
##     NFP_ANO            0.055    0.032    1.706    0.088    0.066    0.066
##     NFP_INF            0.058    0.026    2.194    0.028    0.073    0.073
##     NFP_GEN            0.141    0.029    4.772    0.000    0.150    0.150
##   HEX_OPN_UNC ~~                                                         
##     HEX_ALT            0.150    0.024    6.159    0.000    0.283    0.283
##     NFP_PHY           -0.049    0.032   -1.529    0.126   -0.056   -0.056
##     NFP_PSY           -0.110    0.026   -4.233    0.000   -0.163   -0.163
##     NFP_SOC           -0.015    0.036   -0.424    0.672   -0.016   -0.016
##     NFP_COM            0.034    0.020    1.722    0.085    0.064    0.064
##     NFP_GOV            0.058    0.030    1.900    0.057    0.068    0.068
##     NFP_ANO            0.058    0.031    1.861    0.063    0.083    0.083
##     NFP_INF            0.030    0.025    1.194    0.232    0.046    0.046
##     NFP_GEN            0.070    0.027    2.559    0.011    0.091    0.091
##   HEX_ALT ~~                                                             
##     NFP_PHY           -0.149    0.032   -4.713    0.000   -0.178   -0.178
##     NFP_PSY           -0.277    0.028   -9.955    0.000   -0.429   -0.429
##     NFP_SOC           -0.390    0.038  -10.182    0.000   -0.431   -0.431
##     NFP_COM            0.010    0.019    0.535    0.592    0.020    0.020
##     NFP_GOV           -0.108    0.030   -3.620    0.000   -0.131   -0.131
##     NFP_ANO           -0.247    0.033   -7.534    0.000   -0.371   -0.371
##     NFP_INF            0.049    0.024    2.012    0.044    0.078    0.078
##     NFP_GEN            0.028    0.026    1.043    0.297    0.037    0.037
##   NFP_PHY ~~                                                             
##     NFP_PSY            0.577    0.043   13.430    0.000    0.543    0.543
##     NFP_SOC            1.144    0.064   17.863    0.000    0.769    0.769
##     NFP_COM            0.187    0.029    6.394    0.000    0.221    0.221
##     NFP_GOV            0.389    0.044    8.772    0.000    0.288    0.288
##     NFP_ANO            0.399    0.047    8.488    0.000    0.364    0.364
##     NFP_INF            0.540    0.041   13.093    0.000    0.526    0.526
##     NFP_GEN            0.436    0.041   10.669    0.000    0.355    0.355
##   NFP_PSY ~~                                                             
##     NFP_SOC            0.831    0.054   15.375    0.000    0.723    0.723
##     NFP_COM            0.162    0.024    6.846    0.000    0.249    0.249
##     NFP_GOV            0.308    0.036    8.580    0.000    0.295    0.295
##     NFP_ANO            0.412    0.041   10.054    0.000    0.487    0.487
##     NFP_INF            0.397    0.034   11.794    0.000    0.501    0.501
##     NFP_GEN            0.377    0.034   10.994    0.000    0.398    0.398
##   NFP_SOC ~~                                                             
##     NFP_COM            0.098    0.031    3.176    0.001    0.108    0.108
##     NFP_GOV            0.230    0.048    4.821    0.000    0.157    0.157
##     NFP_ANO            0.480    0.054    8.946    0.000    0.405    0.405
##     NFP_INF            0.406    0.042    9.603    0.000    0.366    0.366
##     NFP_GEN            0.368    0.044    8.294    0.000    0.277    0.277
##   NFP_COM ~~                                                             
##     NFP_GOV            0.707    0.050   14.168    0.000    0.855    0.855
##     NFP_ANO            0.560    0.047   11.998    0.000    0.834    0.834
##     NFP_INF            0.538    0.040   13.467    0.000    0.856    0.856
##     NFP_GEN            0.601    0.043   14.101    0.000    0.801    0.801
##   NFP_GOV ~~                                                             
##     NFP_ANO            0.858    0.061   13.978    0.000    0.797    0.797
##     NFP_INF            0.722    0.047   15.516    0.000    0.716    0.716
##     NFP_GEN            0.820    0.049   16.702    0.000    0.681    0.681
##   NFP_ANO ~~                                                             
##     NFP_INF            0.594    0.047   12.575    0.000    0.727    0.727
##     NFP_GEN            0.663    0.050   13.143    0.000    0.678    0.678
##   NFP_INF ~~                                                             
##     NFP_GEN            0.800    0.046   17.284    0.000    0.875    0.875
## 
## Variances:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##    .HEX_HOH_SIN_01    1.317    0.086   15.313    0.000    1.317    0.455
##    .HEX_HOH_SIN_02    1.904    0.090   21.109    0.000    1.904    0.584
##    .HEX_HOH_SIN_03    1.029    0.077   13.390    0.000    1.029    0.394
##    .HEX_HOH_SIN_04    2.178    0.094   23.189    0.000    2.178    0.674
##    .HEX_HOH_FAI_01    1.164    0.065   18.000    0.000    1.164    0.265
##    .HEX_HOH_FAI_02    1.305    0.055   23.717    0.000    1.305    0.455
##    .HEX_HOH_FAI_03    1.497    0.062   24.316    0.000    1.497    0.493
##    .HEX_HOH_FAI_04    1.071    0.055   19.365    0.000    1.071    0.296
##    .HEX_HOH_GRE_01    2.612    0.100   26.244    0.000    2.612    0.828
##    .HEX_HOH_GRE_02    1.682    0.088   19.143    0.000    1.682    0.487
##    .HEX_HOH_GRE_03    1.157    0.093   12.503    0.000    1.157    0.360
##    .HEX_HOH_GRE_04    1.251    0.096   12.992    0.000    1.251    0.374
##    .HEX_HOH_MOD_01    1.272    0.052   24.555    0.000    1.272    0.640
##    .HEX_HOH_MOD_02    1.777    0.068   25.955    0.000    1.777    0.752
##    .HEX_HOH_MOD_03    1.083    0.050   21.673    0.000    1.083    0.493
##    .HEX_HOH_MOD_04    0.987    0.054   18.335    0.000    0.987    0.389
##    .HEX_EMO_FEA_01    1.680    0.075   22.356    0.000    1.680    0.576
##    .HEX_EMO_FEA_02    2.103    0.083   25.346    0.000    2.103    0.742
##    .HEX_EMO_FEA_03    1.721    0.077   22.218    0.000    1.721    0.571
##    .HEX_EMO_FEA_04    1.929    0.081   23.763    0.000    1.929    0.643
##    .HEX_EMO_ANX_01    1.097    0.054   20.422    0.000    1.097    0.370
##    .HEX_EMO_ANX_02    1.275    0.060   21.291    0.000    1.275    0.399
##    .HEX_EMO_ANX_03    2.299    0.090   25.451    0.000    2.299    0.636
##    .HEX_EMO_ANX_04    1.311    0.053   24.518    0.000    1.311    0.560
##    .HEX_EMO_DEP_01    1.307    0.061   21.398    0.000    1.307    0.497
##    .HEX_EMO_DEP_02    1.625    0.065   24.991    0.000    1.625    0.679
##    .HEX_EMO_DEP_03    1.171    0.054   21.689    0.000    1.171    0.475
##    .HEX_EMO_DEP_04    1.579    0.070   22.506    0.000    1.579    0.553
##    .HEX_EMO_SEN_01    1.532    0.069   22.185    0.000    1.532    0.521
##    .HEX_EMO_SEN_02    0.867    0.045   19.235    0.000    0.867    0.441
##    .HEX_EMO_SEN_03    1.246    0.052   23.991    0.000    1.246    0.624
##    .HEX_EMO_SEN_04    1.722    0.074   23.186    0.000    1.722    0.624
##    .HEX_EXT_SSE_01    1.163    0.056   20.863    0.000    1.163    0.449
##    .HEX_EXT_SSE_02    0.978    0.037   26.280    0.000    0.978    0.730
##    .HEX_EXT_SSE_03    1.667    0.069   24.336    0.000    1.667    0.554
##    .HEX_EXT_SSE_04    1.677    0.081   20.696    0.000    1.677    0.442
##    .HEX_EXT_BOL_01    1.929    0.078   24.642    0.000    1.929    0.631
##    .HEX_EXT_BOL_02    1.319    0.067   19.746    0.000    1.319    0.459
##    .HEX_EXT_BOL_03    1.450    0.071   20.550    0.000    1.450    0.489
##    .HEX_EXT_BOL_04    2.359    0.092   25.613    0.000    2.359    0.711
##    .HEX_EXT_SOC_01    1.946    0.075   26.062    0.000    1.946    0.591
##    .HEX_EXT_SOC_02    1.096    0.047   23.512    0.000    1.096    0.395
##    .HEX_EXT_SOC_03    1.308    0.055   23.978    0.000    1.308    0.419
##    .HEX_EXT_SOC_04    1.323    0.053   24.871    0.000    1.323    0.476
##    .HEX_EXT_LIV_01    1.490    0.062   24.113    0.000    1.490    0.490
##    .HEX_EXT_LIV_02    0.768    0.042   18.222    0.000    0.768    0.298
##    .HEX_EXT_LIV_03    1.682    0.065   25.752    0.000    1.682    0.638
##    .HEX_EXT_LIV_04    1.392    0.061   22.815    0.000    1.392    0.487
##    .HEX_AGR_FOR_01    0.778    0.046   16.900    0.000    0.778    0.260
##    .HEX_AGR_FOR_02    0.835    0.045   18.706    0.000    0.835    0.298
##    .HEX_AGR_FOR_03    1.146    0.042   27.207    0.000    1.146    0.843
##    .HEX_AGR_FOR_04    1.224    0.054   22.831    0.000    1.224    0.427
##    .HEX_AGR_GEN_01    1.905    0.076   25.066    0.000    1.905    0.672
##    .HEX_AGR_GEN_02    0.931    0.043   21.803    0.000    0.931    0.493
##    .HEX_AGR_GEN_03    1.099    0.050   21.871    0.000    1.099    0.495
##    .HEX_AGR_GEN_04    1.251    0.053   23.803    0.000    1.251    0.588
##    .HEX_AGR_FLX_01    2.418    0.095   25.504    0.000    2.418    0.755
##    .HEX_AGR_FLX_02    1.431    0.057   25.312    0.000    1.431    0.741
##    .HEX_AGR_FLX_03    1.386    0.062   22.208    0.000    1.386    0.576
##    .HEX_AGR_FLX_04    1.355    0.061   22.349    0.000    1.355    0.582
##    .HEX_AGR_PAT_01    1.115    0.055   20.457    0.000    1.115    0.482
##    .HEX_AGR_PAT_02    1.541    0.068   22.521    0.000    1.541    0.577
##    .HEX_AGR_PAT_03    1.056    0.051   20.636    0.000    1.056    0.470
##    .HEX_AGR_PAT_04    1.539    0.070   22.066    0.000    1.539    0.533
##    .HEX_CNS_ORG_01    1.785    0.075   23.664    0.000    1.785    0.644
##    .HEX_CNS_ORG_02    1.040    0.045   23.233    0.000    1.040    0.577
##    .HEX_CNS_ORG_03    1.404    0.067   20.959    0.000    1.404    0.467
##    .HEX_CNS_ORG_04    0.979    0.060   16.304    0.000    0.979    0.338
##    .HEX_CNS_DIL_01    1.405    0.054   25.849    0.000    1.405    0.708
##    .HEX_CNS_DIL_02    1.086    0.044   24.885    0.000    1.086    0.617
##    .HEX_CNS_DIL_03    1.116    0.059   19.062    0.000    1.116    0.452
##    .HEX_CNS_DIL_04    1.304    0.063   20.811    0.000    1.304    0.516
##    .HEX_CNS_PER_01    1.388    0.054   25.926    0.000    1.388    0.795
##    .HEX_CNS_PER_02    0.733    0.048   15.202    0.000    0.733    0.491
##    .HEX_CNS_PER_03    0.714    0.039   18.105    0.000    0.714    0.578
##    .HEX_CNS_PER_04    2.792    0.104   26.822    0.000    2.792    0.880
##    .HEX_CNS_PRU_01    1.228    0.052   23.697    0.000    1.228    0.593
##    .HEX_CNS_PRU_02    0.910    0.046   19.754    0.000    0.910    0.470
##    .HEX_CNS_PRU_03    1.473    0.059   25.049    0.000    1.473    0.724
##    .HEX_CNS_PRU_04    1.517    0.060   25.445    0.000    1.517    0.716
##    .HEX_OPN_AES_01    1.386    0.069   20.078    0.000    1.386    0.447
##    .HEX_OPN_AES_02    2.481    0.104   23.881    0.000    2.481    0.598
##    .HEX_OPN_AES_03    2.258    0.093   24.404    0.000    2.258    0.630
##    .HEX_OPN_AES_04    1.804    0.068   26.677    0.000    1.804    0.826
##    .HEX_OPN_INQ_01    1.360    0.074   18.485    0.000    1.360    0.473
##    .HEX_OPN_INQ_02    1.534    0.071   21.688    0.000    1.534    0.568
##    .HEX_OPN_INQ_03    1.797    0.083   21.551    0.000    1.797    0.562
##    .HEX_OPN_INQ_04    1.998    0.093   21.398    0.000    1.998    0.589
##    .HEX_OPN_CRE_01    1.996    0.077   25.764    0.000    1.996    0.713
##    .HEX_OPN_CRE_02    1.260    0.062   20.217    0.000    1.260    0.415
##    .HEX_OPN_CRE_03    1.346    0.056   23.958    0.000    1.346    0.576
##    .HEX_OPN_CRE_04    1.432    0.073   19.514    0.000    1.432    0.394
##    .HEX_OPN_UNC_01    1.963    0.081   24.335    0.000    1.963    0.781
##    .HEX_OPN_UNC_02    1.314    0.052   25.035    0.000    1.314    0.754
##    .HEX_OPN_UNC_03    2.514    0.094   26.656    0.000    2.514    0.877
##    .HEX_OPN_UNC_04    1.659    0.096   17.337    0.000    1.659    0.532
##    .HEX_ALT_01        0.881    0.037   23.857    0.000    0.881    0.634
##    .HEX_ALT_02        1.560    0.059   26.289    0.000    1.560    0.763
##    .HEX_ALT_03        1.790    0.069   25.969    0.000    1.790    0.742
##    .HEX_ALT_04        1.622    0.065   25.018    0.000    1.622    0.688
##    .NFP_PHY_01        0.788    0.042   18.803    0.000    0.788    0.364
##    .NFP_PHY_02        1.520    0.061   24.717    0.000    1.520    0.614
##    .NFP_PHY_03        1.828    0.076   23.992    0.000    1.828    0.565
##    .NFP_PHY_04        1.077    0.045   24.168    0.000    1.077    0.576
##    .NFP_PSY_01        1.342    0.054   24.919    0.000    1.342    0.621
##    .NFP_PSY_02        1.481    0.060   24.777    0.000    1.481    0.610
##    .NFP_PSY_03        1.015    0.054   18.669    0.000    1.015    0.365
##    .NFP_PSY_04        1.806    0.069   26.214    0.000    1.806    0.741
##    .NFP_SOC_01        1.473    0.062   23.789    0.000    1.473    0.478
##    .NFP_SOC_02        1.600    0.062   25.975    0.000    1.600    0.588
##    .NFP_SOC_03        1.521    0.067   22.876    0.000    1.521    0.444
##    .NFP_SOC_04        1.234    0.046   27.073    0.000    1.234    0.704
##    .NFP_COM_01        1.882    0.070   27.000    0.000    1.882    0.785
##    .NFP_COM_02        1.698    0.063   26.754    0.000    1.698    0.742
##    .NFP_COM_03        1.046    0.044   23.731    0.000    1.046    0.468
##    .NFP_COM_04        0.707    0.034   20.523    0.000    0.707    0.355
##    .NFP_GOV_01        1.107    0.049   22.692    0.000    1.107    0.455
##    .NFP_GOV_02        0.830    0.048   17.240    0.000    0.830    0.341
##    .NFP_GOV_03        1.532    0.064   23.888    0.000    1.532    0.526
##    .NFP_GOV_04        0.958    0.052   18.524    0.000    0.958    0.383
##    .NFP_ANO_01        2.719    0.110   24.771    0.000    2.719    0.757
##    .NFP_ANO_02        1.595    0.064   24.876    0.000    1.595    0.738
##    .NFP_ANO_03        1.625    0.059   27.327    0.000    1.625    0.910
##    .NFP_ANO_04        1.677    0.079   21.334    0.000    1.677    0.636
##    .NFP_INF_01        1.227    0.049   25.118    0.000    1.227    0.616
##    .NFP_INF_02        0.859    0.035   24.330    0.000    0.859    0.572
##    .NFP_INF_03        0.797    0.034   23.561    0.000    0.797    0.529
##    .NFP_INF_04        1.076    0.044   24.530    0.000    1.076    0.575
##    .NFP_GEN_01        0.861    0.036   23.861    0.000    0.861    0.441
##    .NFP_GEN_02        0.396    0.020   19.984    0.000    0.396    0.290
##    .NFP_GEN_03        1.543    0.060   25.807    0.000    1.543    0.601
##    .NFP_GEN_04        0.426    0.020   21.159    0.000    0.426    0.324
##     HEX_HOH_SIN       1.576    0.117   13.465    0.000    1.000    1.000
##     HEX_HOH_FAI       3.236    0.160   20.227    0.000    1.000    1.000
##     HEX_HOH_GRE       0.541    0.072    7.548    0.000    1.000    1.000
##     HEX_HOH_MOD       0.716    0.060   11.926    0.000    1.000    1.000
##     HEX_EMO_FEA       1.235    0.096   12.795    0.000    1.000    1.000
##     HEX_EMO_ANX       1.867    0.105   17.726    0.000    1.000    1.000
##     HEX_EMO_DEP       1.320    0.091   14.567    0.000    1.000    1.000
##     HEX_EMO_SEN       1.410    0.099   14.199    0.000    1.000    1.000
##     HEX_EXT_SSE       1.429    0.091   15.717    0.000    1.000    1.000
##     HEX_EXT_BOL       1.130    0.093   12.192    0.000    1.000    1.000
##     HEX_EXT_SOC       1.347    0.099   13.619    0.000    1.000    1.000
##     HEX_EXT_LIV       1.549    0.100   15.502    0.000    1.000    1.000
##     HEX_AGR_FOR       2.218    0.110   20.154    0.000    1.000    1.000
##     HEX_AGR_GEN       0.930    0.082   11.296    0.000    1.000    1.000
##     HEX_AGR_FLX       0.783    0.084    9.273    0.000    1.000    1.000
##     HEX_AGR_PAT       1.199    0.082   14.691    0.000    1.000    1.000
##     HEX_CNS_ORG       0.986    0.086   11.484    0.000    1.000    1.000
##     HEX_CNS_DIL       0.579    0.054   10.678    0.000    1.000    1.000
##     HEX_CNS_PER       0.357    0.043    8.351    0.000    1.000    1.000
##     HEX_CNS_PRU       0.843    0.066   12.821    0.000    1.000    1.000
##     HEX_OPN_AES       1.716    0.110   15.537    0.000    1.000    1.000
##     HEX_OPN_INQ       1.516    0.106   14.268    0.000    1.000    1.000
##     HEX_OPN_CRE       0.804    0.076   10.520    0.000    1.000    1.000
##     HEX_OPN_UNC       0.550    0.069    8.012    0.000    1.000    1.000
##     HEX_ALT           0.509    0.043   11.822    0.000    1.000    1.000
##     NFP_PHY           1.377    0.079   17.503    0.000    1.000    1.000
##     NFP_PSY           0.820    0.065   12.536    0.000    1.000    1.000
##     NFP_SOC           1.609    0.102   15.726    0.000    1.000    1.000
##     NFP_COM           0.516    0.056    9.205    0.000    1.000    1.000
##     NFP_GOV           1.326    0.083   16.035    0.000    1.000    1.000
##     NFP_ANO           0.874    0.098    8.902    0.000    1.000    1.000
##     NFP_INF           0.765    0.060   12.719    0.000    1.000    1.000
##     NFP_GEN           1.093    0.066   16.660    0.000    1.000    1.000

Fit not good. Let’s use factor scores.

## lavaan 0.6.15 did NOT end normally after 272 iterations
## ** WARNING ** Estimates below are most likely unreliable
## 
##   Estimator                                         ML
##   Optimization method                           NLMINB
##   Number of model parameters                       561
## 
##   Number of observations                          1559
## 
## 
## Parameter Estimates:
## 
##   Standard errors                             Standard
##   Information                                 Expected
##   Information saturated (h1) model          Structured
## 
## Latent Variables:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##   HEX_ALT =~                                                            
##     HEX_ALT_FS        1.000                               0.712    1.000
##   HEX_AGR_FLX =~                                                        
##     HEX_AGR_FLX_FS    1.000                               0.657    1.000
##   HEX_AGR_FOR =~                                                        
##     HEX_AGR_FOR_FS    1.000                               1.385    1.000
##   HEX_AGR_GEN =~                                                        
##     HEX_AGR_GEN_FS    1.000                               0.746    1.000
##   HEX_AGR_PAT =~                                                        
##     HEX_AGR_PAT_FS    1.000                               0.975    1.000
##   HEX_CNS_DIL =~                                                        
##     HEX_CNS_DIL_FS    1.000                               0.740    1.000
##   HEX_CNS_ORG =~                                                        
##     HEX_CNS_ORG_FS    1.000                               0.880    1.000
##   HEX_CNS_PER =~                                                        
##     HEX_CNS_PER_FS    1.000                               0.573    1.000
##   HEX_CNS_PRU =~                                                        
##     HEX_CNS_PRU_FS    1.000                               0.990    1.000
##   HEX_EMO_ANX =~                                                        
##     HEX_EMO_ANX_FS    1.000                               1.282    1.000
##   HEX_EMO_DEP =~                                                        
##     HEX_EMO_DEP_FS    1.000                               1.087    1.000
##   HEX_EMO_FEA =~                                                        
##     HEX_EMO_FEA_FS    1.000                               0.960    1.000
##   HEX_EMO_SEN =~                                                        
##     HEX_EMO_SEN_FS    1.000                               1.158    1.000
##   HEX_EXT_BOL =~                                                        
##     HEX_EXT_BOL_FS    1.000                               0.934    1.000
##   HEX_EXT_LIV =~                                                        
##     HEX_EXT_LIV_FS    1.000                               1.131    1.000
##   HEX_EXT_SOC =~                                                        
##     HEX_EXT_SOC_FS    1.000                               0.990    1.000
##   HEX_EXT_SSE =~                                                        
##     HEX_EXT_SSE_FS    1.000                               1.059    1.000
##   HEX_HOH_FAI =~                                                        
##     HEX_HOH_FAI_FS    1.000                               1.688    1.000
##   HEX_HOH_GRE =~                                                        
##     HEX_HOH_GRE_FS    1.000                               0.677    1.000
##   HEX_HOH_MOD =~                                                        
##     HEX_HOH_MOD_FS    1.000                               0.830    1.000
##   HEX_HOH_SIN =~                                                        
##     HEX_HOH_SIN_FS    1.000                               1.083    1.000
##   HEX_OPN_AES =~                                                        
##     HEX_OPN_AES_FS    1.000                               1.108    1.000
##   HEX_OPN_CRE =~                                                        
##     HEX_OPN_CRE_FS    1.000                               0.792    1.000
##   HEX_OPN_INQ =~                                                        
##     HEX_OPN_INQ_FS    1.000                               1.037    1.000
##   HEX_OPN_UNC =~                                                        
##     HEX_OPN_UNC_FS    1.000                               0.659    1.000
##   NFP_ANO =~                                                            
##     NFP_ANO_FS        1.000                               0.634    1.000
##   NFP_COM =~                                                            
##     NFP_COM_FS        1.000                               0.629    1.000
##   NFP_GEN =~                                                            
##     NFP_GEN_FS        1.000                               0.955    1.000
##   NFP_GOV =~                                                            
##     NFP_GOV_FS        1.000                               1.181    1.000
##   NFP_INF =~                                                            
##     NFP_INF_FS        1.000                               0.641    1.000
##   NFP_PHY =~                                                            
##     NFP_PHY_FS        1.000                               1.148    1.000
##   NFP_PSY =~                                                            
##     NFP_PSY_FS        1.000                               0.812    1.000
##   NFP_SOC =~                                                            
##     NFP_SOC_FS        1.000                               0.984    1.000
## 
## Covariances:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##   HEX_ALT ~~                                                            
##     HEX_AGR_FLX       0.116       NA                      0.249    0.249
##     HEX_AGR_FOR       0.235       NA                      0.239    0.239
##     HEX_AGR_GEN       0.176       NA                      0.331    0.331
##     HEX_AGR_PAT       0.162       NA                      0.233    0.233
##     HEX_CNS_DIL       0.137       NA                      0.260    0.260
##     HEX_CNS_ORG       0.101       NA                      0.161    0.161
##     HEX_CNS_PER       0.120       NA                      0.294    0.294
##     HEX_CNS_PRU       0.141       NA                      0.200    0.200
##     HEX_EMO_ANX       0.115       NA                      0.126    0.126
##     HEX_EMO_DEP       0.186       NA                      0.241    0.241
##     HEX_EMO_FEA       0.144       NA                      0.211    0.211
##     HEX_EMO_SEN       0.451       NA                      0.548    0.548
##     HEX_EXT_BOL       0.043       NA                      0.064    0.064
##     HEX_EXT_LIV       0.145       NA                      0.180    0.180
##     HEX_EXT_SOC       0.133       NA                      0.189    0.189
##     HEX_EXT_SSE       0.118       NA                      0.157    0.157
##     HEX_HOH_FAI       0.373       NA                      0.310    0.310
##     HEX_HOH_GRE       0.049       NA                      0.102    0.102
##     HEX_HOH_MOD       0.197       NA                      0.334    0.334
##     HEX_HOH_SIN       0.150       NA                      0.194    0.194
##     HEX_OPN_AES       0.215       NA                      0.272    0.272
##     HEX_OPN_CRE       0.137       NA                      0.243    0.243
##     HEX_OPN_INQ       0.108       NA                      0.146    0.146
##     HEX_OPN_UNC       0.093       NA                      0.199    0.199
##     NFP_ANO          -0.096       NA                     -0.212   -0.212
##     NFP_COM           0.011       NA                      0.025    0.025
##     NFP_GEN           0.033       NA                      0.049    0.049
##     NFP_GOV          -0.062       NA                     -0.073   -0.073
##     NFP_INF           0.048       NA                      0.105    0.105
##     NFP_PHY          -0.055       NA                     -0.067   -0.067
##     NFP_PSY          -0.142       NA                     -0.245   -0.245
##     NFP_SOC          -0.170       NA                     -0.243   -0.243
##   HEX_AGR_FLX ~~                                                        
##     HEX_AGR_FOR       0.368       NA                      0.404    0.404
##     HEX_AGR_GEN       0.246       NA                      0.502    0.502
##     HEX_AGR_PAT       0.307       NA                      0.480    0.480
##     HEX_CNS_DIL       0.099       NA                      0.204    0.204
##     HEX_CNS_ORG       0.135       NA                      0.234    0.234
##     HEX_CNS_PER       0.044       NA                      0.116    0.116
##     HEX_CNS_PRU       0.138       NA                      0.212    0.212
##     HEX_EMO_ANX      -0.220       NA                     -0.261   -0.261
##     HEX_EMO_DEP      -0.031       NA                     -0.044   -0.044
##     HEX_EMO_FEA      -0.068       NA                     -0.108   -0.108
##     HEX_EMO_SEN       0.066       NA                      0.087    0.087
##     HEX_EXT_BOL       0.070       NA                      0.114    0.114
##     HEX_EXT_LIV       0.234       NA                      0.314    0.314
##     HEX_EXT_SOC       0.162       NA                      0.249    0.249
##     HEX_EXT_SSE       0.178       NA                      0.256    0.256
##     HEX_HOH_FAI       0.314       NA                      0.283    0.283
##     HEX_HOH_GRE       0.055       NA                      0.124    0.124
##     HEX_HOH_MOD       0.070       NA                      0.128    0.128
##     HEX_HOH_SIN       0.161       NA                      0.227    0.227
##     HEX_OPN_AES       0.135       NA                      0.185    0.185
##     HEX_OPN_CRE       0.084       NA                      0.162    0.162
##     HEX_OPN_INQ       0.098       NA                      0.143    0.143
##     HEX_OPN_UNC       0.050       NA                      0.116    0.116
##     NFP_ANO          -0.070       NA                     -0.169   -0.169
##     NFP_COM          -0.020       NA                     -0.049   -0.049
##     NFP_GEN          -0.005       NA                     -0.008   -0.008
##     NFP_GOV          -0.074       NA                     -0.095   -0.095
##     NFP_INF          -0.039       NA                     -0.093   -0.093
##     NFP_PHY          -0.242       NA                     -0.321   -0.321
##     NFP_PSY          -0.128       NA                     -0.240   -0.240
##     NFP_SOC          -0.206       NA                     -0.318   -0.318
##   HEX_AGR_FOR ~~                                                        
##     HEX_AGR_GEN       0.528       NA                      0.511    0.511
##     HEX_AGR_PAT       0.604       NA                      0.447    0.447
##     HEX_CNS_DIL       0.144       NA                      0.141    0.141
##     HEX_CNS_ORG       0.098       NA                      0.080    0.080
##     HEX_CNS_PER       0.030       NA                      0.037    0.037
##     HEX_CNS_PRU       0.083       NA                      0.061    0.061
##     HEX_EMO_ANX      -0.632       NA                     -0.356   -0.356
##     HEX_EMO_DEP       0.041       NA                      0.027    0.027
##     HEX_EMO_FEA      -0.206       NA                     -0.155   -0.155
##     HEX_EMO_SEN       0.212       NA                      0.132    0.132
##     HEX_EXT_BOL       0.267       NA                      0.207    0.207
##     HEX_EXT_LIV       0.548       NA                      0.350    0.350
##     HEX_EXT_SOC       0.488       NA                      0.356    0.356
##     HEX_EXT_SSE       0.432       NA                      0.294    0.294
##     HEX_HOH_FAI       0.606       NA                      0.259    0.259
##     HEX_HOH_GRE       0.060       NA                      0.064    0.064
##     HEX_HOH_MOD       0.001       NA                      0.001    0.001
##     HEX_HOH_SIN       0.338       NA                      0.226    0.226
##     HEX_OPN_AES       0.193       NA                      0.126    0.126
##     HEX_OPN_CRE       0.125       NA                      0.114    0.114
##     HEX_OPN_INQ       0.200       NA                      0.139    0.139
##     HEX_OPN_UNC       0.046       NA                      0.051    0.051
##     NFP_ANO          -0.041       NA                     -0.047   -0.047
##     NFP_COM           0.024       NA                      0.028    0.028
##     NFP_GEN          -0.022       NA                     -0.016   -0.016
##     NFP_GOV           0.016       NA                      0.010    0.010
##     NFP_INF          -0.077       NA                     -0.087   -0.087
##     NFP_PHY          -0.537       NA                     -0.338   -0.338
##     NFP_PSY          -0.204       NA                     -0.181   -0.181
##     NFP_SOC          -0.447       NA                     -0.328   -0.328
##   HEX_AGR_GEN ~~                                                        
##     HEX_AGR_PAT       0.356       NA                      0.489    0.489
##     HEX_CNS_DIL       0.094       NA                      0.170    0.170
##     HEX_CNS_ORG       0.064       NA                      0.098    0.098
##     HEX_CNS_PER       0.048       NA                      0.112    0.112
##     HEX_CNS_PRU       0.068       NA                      0.093    0.093
##     HEX_EMO_ANX      -0.227       NA                     -0.237   -0.237
##     HEX_EMO_DEP      -0.039       NA                     -0.048   -0.048
##     HEX_EMO_FEA      -0.049       NA                     -0.068   -0.068
##     HEX_EMO_SEN       0.165       NA                      0.191    0.191
##     HEX_EXT_BOL       0.062       NA                      0.089    0.089
##     HEX_EXT_LIV       0.240       NA                      0.284    0.284
##     HEX_EXT_SOC       0.197       NA                      0.267    0.267
##     HEX_EXT_SSE       0.168       NA                      0.213    0.213
##     HEX_HOH_FAI       0.274       NA                      0.218    0.218
##     HEX_HOH_GRE       0.048       NA                      0.094    0.094
##     HEX_HOH_MOD       0.087       NA                      0.140    0.140
##     HEX_HOH_SIN       0.185       NA                      0.229    0.229
##     HEX_OPN_AES       0.132       NA                      0.160    0.160
##     HEX_OPN_CRE       0.074       NA                      0.126    0.126
##     HEX_OPN_INQ       0.120       NA                      0.155    0.155
##     HEX_OPN_UNC       0.072       NA                      0.146    0.146
##     NFP_ANO          -0.020       NA                     -0.042   -0.042
##     NFP_COM           0.014       NA                      0.029    0.029
##     NFP_GEN           0.030       NA                      0.042    0.042
##     NFP_GOV           0.040       NA                      0.046    0.046
##     NFP_INF          -0.005       NA                     -0.010   -0.010
##     NFP_PHY          -0.197       NA                     -0.231   -0.231
##     NFP_PSY          -0.067       NA                     -0.110   -0.110
##     NFP_SOC          -0.168       NA                     -0.229   -0.229
##   HEX_AGR_PAT ~~                                                        
##     HEX_CNS_DIL       0.118       NA                      0.163    0.163
##     HEX_CNS_ORG       0.116       NA                      0.135    0.135
##     HEX_CNS_PER       0.069       NA                      0.123    0.123
##     HEX_CNS_PRU       0.262       NA                      0.272    0.272
##     HEX_EMO_ANX      -0.392       NA                     -0.313   -0.313
##     HEX_EMO_DEP      -0.141       NA                     -0.133   -0.133
##     HEX_EMO_FEA      -0.132       NA                     -0.141   -0.141
##     HEX_EMO_SEN       0.009       NA                      0.008    0.008
##     HEX_EXT_BOL       0.094       NA                      0.103    0.103
##     HEX_EXT_LIV       0.338       NA                      0.306    0.306
##     HEX_EXT_SOC       0.165       NA                      0.171    0.171
##     HEX_EXT_SSE       0.279       NA                      0.270    0.270
##     HEX_HOH_FAI       0.377       NA                      0.229    0.229
##     HEX_HOH_GRE       0.080       NA                      0.121    0.121
##     HEX_HOH_MOD       0.058       NA                      0.071    0.071
##     HEX_HOH_SIN       0.200       NA                      0.190    0.190
##     HEX_OPN_AES       0.162       NA                      0.150    0.150
##     HEX_OPN_CRE       0.091       NA                      0.118    0.118
##     HEX_OPN_INQ       0.164       NA                      0.162    0.162
##     HEX_OPN_UNC       0.069       NA                      0.107    0.107
##     NFP_ANO          -0.054       NA                     -0.087   -0.087
##     NFP_COM           0.007       NA                      0.012    0.012
##     NFP_GEN           0.035       NA                      0.037    0.037
##     NFP_GOV           0.027       NA                      0.024    0.024
##     NFP_INF          -0.004       NA                     -0.007   -0.007
##     NFP_PHY          -0.247       NA                     -0.221   -0.221
##     NFP_PSY          -0.062       NA                     -0.078   -0.078
##     NFP_SOC          -0.218       NA                     -0.228   -0.228
##   HEX_CNS_DIL ~~                                                        
##     HEX_CNS_ORG       0.321       NA                      0.492    0.492
##     HEX_CNS_PER       0.216       NA                      0.510    0.510
##     HEX_CNS_PRU       0.346       NA                      0.472    0.472
##     HEX_EMO_ANX      -0.172       NA                     -0.181   -0.181
##     HEX_EMO_DEP       0.021       NA                      0.026    0.026
##     HEX_EMO_FEA      -0.068       NA                     -0.096   -0.096
##     HEX_EMO_SEN       0.143       NA                      0.167    0.167
##     HEX_EXT_BOL       0.250       NA                      0.362    0.362
##     HEX_EXT_LIV       0.385       NA                      0.459    0.459
##     HEX_EXT_SOC       0.184       NA                      0.252    0.252
##     HEX_EXT_SSE       0.381       NA                      0.486    0.486
##     HEX_HOH_FAI       0.460       NA                      0.368    0.368
##     HEX_HOH_GRE      -0.022       NA                     -0.043   -0.043
##     HEX_HOH_MOD      -0.011       NA                     -0.018   -0.018
##     HEX_HOH_SIN       0.126       NA                      0.157    0.157
##     HEX_OPN_AES       0.148       NA                      0.180    0.180
##     HEX_OPN_CRE       0.121       NA                      0.206    0.206
##     HEX_OPN_INQ       0.185       NA                      0.241    0.241
##     HEX_OPN_UNC       0.040       NA                      0.082    0.082
##     NFP_ANO          -0.056       NA                     -0.119   -0.119
##     NFP_COM           0.054       NA                      0.117    0.117
##     NFP_GEN           0.092       NA                      0.130    0.130
##     NFP_GOV           0.021       NA                      0.024    0.024
##     NFP_INF           0.041       NA                      0.087    0.087
##     NFP_PHY          -0.128       NA                     -0.151   -0.151
##     NFP_PSY          -0.122       NA                     -0.203   -0.203
##     NFP_SOC          -0.229       NA                     -0.314   -0.314
##   HEX_CNS_ORG ~~                                                        
##     HEX_CNS_PER       0.202       NA                      0.400    0.400
##     HEX_CNS_PRU       0.455       NA                      0.522    0.522
##     HEX_EMO_ANX      -0.209       NA                     -0.185   -0.185
##     HEX_EMO_DEP      -0.051       NA                     -0.053   -0.053
##     HEX_EMO_FEA      -0.016       NA                     -0.019   -0.019
##     HEX_EMO_SEN       0.058       NA                      0.057    0.057
##     HEX_EXT_BOL       0.142       NA                      0.172    0.172
##     HEX_EXT_LIV       0.373       NA                      0.375    0.375
##     HEX_EXT_SOC       0.089       NA                      0.102    0.102
##     HEX_EXT_SSE       0.376       NA                      0.403    0.403
##     HEX_HOH_FAI       0.466       NA                      0.314    0.314
##     HEX_HOH_GRE       0.003       NA                      0.005    0.005
##     HEX_HOH_MOD       0.033       NA                      0.045    0.045
##     HEX_HOH_SIN       0.174       NA                      0.183    0.183
##     HEX_OPN_AES       0.074       NA                      0.076    0.076
##     HEX_OPN_CRE       0.019       NA                      0.028    0.028
##     HEX_OPN_INQ       0.083       NA                      0.091    0.091
##     HEX_OPN_UNC      -0.037       NA                     -0.064   -0.064
##     NFP_ANO          -0.083       NA                     -0.149   -0.149
##     NFP_COM           0.030       NA                      0.055    0.055
##     NFP_GEN           0.077       NA                      0.091    0.091
##     NFP_GOV          -0.022       NA                     -0.022   -0.022
##     NFP_INF           0.038       NA                      0.068    0.068
##     NFP_PHY          -0.099       NA                     -0.098   -0.098
##     NFP_PSY          -0.101       NA                     -0.142   -0.142
##     NFP_SOC          -0.212       NA                     -0.245   -0.245
##   HEX_CNS_PER ~~                                                        
##     HEX_CNS_PRU       0.231       NA                      0.408    0.408
##     HEX_EMO_ANX       0.048       NA                      0.065    0.065
##     HEX_EMO_DEP       0.013       NA                      0.020    0.020
##     HEX_EMO_FEA       0.047       NA                      0.086    0.086
##     HEX_EMO_SEN       0.162       NA                      0.245    0.245
##     HEX_EXT_BOL       0.034       NA                      0.063    0.063
##     HEX_EXT_LIV       0.096       NA                      0.148    0.148
##     HEX_EXT_SOC       0.019       NA                      0.034    0.034
##     HEX_EXT_SSE       0.114       NA                      0.187    0.187
##     HEX_HOH_FAI       0.285       NA                      0.294    0.294
##     HEX_HOH_GRE       0.003       NA                      0.008    0.008
##     HEX_HOH_MOD       0.032       NA                      0.068    0.068
##     HEX_HOH_SIN       0.114       NA                      0.183    0.183
##     HEX_OPN_AES       0.129       NA                      0.204    0.204
##     HEX_OPN_CRE       0.092       NA                      0.203    0.203
##     HEX_OPN_INQ       0.108       NA                      0.181    0.181
##     HEX_OPN_UNC       0.053       NA                      0.141    0.141
##     NFP_ANO          -0.022       NA                     -0.060   -0.060
##     NFP_COM           0.050       NA                      0.138    0.138
##     NFP_GEN           0.132       NA                      0.241    0.241
##     NFP_GOV           0.055       NA                      0.082    0.082
##     NFP_INF           0.080       NA                      0.217    0.217
##     NFP_PHY           0.042       NA                      0.063    0.063
##     NFP_PSY          -0.022       NA                     -0.046   -0.046
##     NFP_SOC          -0.041       NA                     -0.073   -0.073
##   HEX_CNS_PRU ~~                                                        
##     HEX_EMO_ANX      -0.173       NA                     -0.136   -0.136
##     HEX_EMO_DEP      -0.170       NA                     -0.158   -0.158
##     HEX_EMO_FEA      -0.012       NA                     -0.013   -0.013
##     HEX_EMO_SEN       0.017       NA                      0.015    0.015
##     HEX_EXT_BOL       0.070       NA                      0.076    0.076
##     HEX_EXT_LIV       0.256       NA                      0.228    0.228
##     HEX_EXT_SOC      -0.081       NA                     -0.083   -0.083
##     HEX_EXT_SSE       0.328       NA                      0.313    0.313
##     HEX_HOH_FAI       0.512       NA                      0.306    0.306
##     HEX_HOH_GRE       0.055       NA                      0.082    0.082
##     HEX_HOH_MOD       0.144       NA                      0.175    0.175
##     HEX_HOH_SIN       0.261       NA                      0.244    0.244
##     HEX_OPN_AES       0.132       NA                      0.121    0.121
##     HEX_OPN_CRE       0.038       NA                      0.049    0.049
##     HEX_OPN_INQ       0.169       NA                      0.165    0.165
##     HEX_OPN_UNC       0.013       NA                      0.020    0.020
##     NFP_ANO          -0.099       NA                     -0.158   -0.158
##     NFP_COM           0.037       NA                      0.060    0.060
##     NFP_GEN           0.071       NA                      0.075    0.075
##     NFP_GOV          -0.016       NA                     -0.013   -0.013
##     NFP_INF           0.078       NA                      0.123    0.123
##     NFP_PHY          -0.039       NA                     -0.035   -0.035
##     NFP_PSY          -0.064       NA                     -0.079   -0.079
##     NFP_SOC          -0.133       NA                     -0.136   -0.136
##   HEX_EMO_ANX ~~                                                        
##     HEX_EMO_DEP       0.402       NA                      0.289    0.289
##     HEX_EMO_FEA       0.585       NA                      0.475    0.475
##     HEX_EMO_SEN       0.428       NA                      0.288    0.288
##     HEX_EXT_BOL      -0.418       NA                     -0.349   -0.349
##     HEX_EXT_LIV      -0.690       NA                     -0.476   -0.476
##     HEX_EXT_SOC      -0.360       NA                     -0.283   -0.283
##     HEX_EXT_SSE      -0.631       NA                     -0.465   -0.465
##     HEX_HOH_FAI      -0.317       NA                     -0.147   -0.147
##     HEX_HOH_GRE      -0.018       NA                     -0.020   -0.020
##     HEX_HOH_MOD       0.163       NA                      0.153    0.153
##     HEX_HOH_SIN      -0.171       NA                     -0.123   -0.123
##     HEX_OPN_AES      -0.045       NA                     -0.032   -0.032
##     HEX_OPN_CRE      -0.072       NA                     -0.071   -0.071
##     HEX_OPN_INQ      -0.217       NA                     -0.163   -0.163
##     HEX_OPN_UNC       0.004       NA                      0.005    0.005
##     NFP_ANO          -0.042       NA                     -0.052   -0.052
##     NFP_COM          -0.043       NA                     -0.053   -0.053
##     NFP_GEN          -0.011       NA                     -0.009   -0.009
##     NFP_GOV          -0.089       NA                     -0.059   -0.059
##     NFP_INF           0.074       NA                      0.090    0.090
##     NFP_PHY           0.538       NA                      0.366    0.366
##     NFP_PSY           0.102       NA                      0.098    0.098
##     NFP_SOC           0.398       NA                      0.315    0.315
##   HEX_EMO_DEP ~~                                                        
##     HEX_EMO_FEA       0.354       NA                      0.339    0.339
##     HEX_EMO_SEN       0.552       NA                      0.439    0.439
##     HEX_EXT_BOL       0.094       NA                      0.093    0.093
##     HEX_EXT_LIV       0.074       NA                      0.060    0.060
##     HEX_EXT_SOC       0.362       NA                      0.336    0.336
##     HEX_EXT_SSE       0.045       NA                      0.039    0.039
##     HEX_HOH_FAI       0.065       NA                      0.035    0.035
##     HEX_HOH_GRE      -0.080       NA                     -0.109   -0.109
##     HEX_HOH_MOD      -0.043       NA                     -0.048   -0.048
##     HEX_HOH_SIN      -0.170       NA                     -0.145   -0.145
##     HEX_OPN_AES      -0.005       NA                     -0.004   -0.004
##     HEX_OPN_CRE       0.028       NA                      0.032    0.032
##     HEX_OPN_INQ      -0.102       NA                     -0.090   -0.090
##     HEX_OPN_UNC      -0.026       NA                     -0.036   -0.036
##     NFP_ANO          -0.060       NA                     -0.087   -0.087
##     NFP_COM          -0.049       NA                     -0.071   -0.071
##     NFP_GEN          -0.150       NA                     -0.144   -0.144
##     NFP_GOV          -0.160       NA                     -0.125   -0.125
##     NFP_INF          -0.082       NA                     -0.117   -0.117
##     NFP_PHY          -0.102       NA                     -0.082   -0.082
##     NFP_PSY          -0.405       NA                     -0.459   -0.459
##     NFP_SOC          -0.288       NA                     -0.269   -0.269
##   HEX_EMO_FEA ~~                                                        
##     HEX_EMO_SEN       0.400       NA                      0.360    0.360
##     HEX_EXT_BOL      -0.233       NA                     -0.260   -0.260
##     HEX_EXT_LIV      -0.202       NA                     -0.186   -0.186
##     HEX_EXT_SOC      -0.107       NA                     -0.112   -0.112
##     HEX_EXT_SSE      -0.172       NA                     -0.169   -0.169
##     HEX_HOH_FAI       0.143       NA                      0.088    0.088
##     HEX_HOH_GRE      -0.035       NA                     -0.054   -0.054
##     HEX_HOH_MOD       0.096       NA                      0.120    0.120
##     HEX_HOH_SIN      -0.033       NA                     -0.031   -0.031
##     HEX_OPN_AES      -0.036       NA                     -0.034   -0.034
##     HEX_OPN_CRE      -0.049       NA                     -0.065   -0.065
##     HEX_OPN_INQ      -0.233       NA                     -0.234   -0.234
##     HEX_OPN_UNC      -0.078       NA                     -0.123   -0.123
##     NFP_ANO          -0.026       NA                     -0.043   -0.043
##     NFP_COM          -0.012       NA                     -0.020   -0.020
##     NFP_GEN           0.073       NA                      0.080    0.080
##     NFP_GOV          -0.104       NA                     -0.092   -0.092
##     NFP_INF           0.075       NA                      0.121    0.121
##     NFP_PHY           0.289       NA                      0.263    0.263
##     NFP_PSY           0.027       NA                      0.034    0.034
##     NFP_SOC           0.115       NA                      0.122    0.122
##   HEX_EMO_SEN ~~                                                        
##     HEX_EXT_BOL       0.058       NA                      0.053    0.053
##     HEX_EXT_LIV       0.146       NA                      0.111    0.111
##     HEX_EXT_SOC       0.255       NA                      0.222    0.222
##     HEX_EXT_SSE       0.078       NA                      0.063    0.063
##     HEX_HOH_FAI       0.408       NA                      0.209    0.209
##     HEX_HOH_GRE      -0.011       NA                     -0.014   -0.014
##     HEX_HOH_MOD       0.151       NA                      0.157    0.157
##     HEX_HOH_SIN       0.051       NA                      0.041    0.041
##     HEX_OPN_AES       0.252       NA                      0.197    0.197
##     HEX_OPN_CRE       0.166       NA                      0.181    0.181
##     HEX_OPN_INQ       0.043       NA                      0.036    0.036
##     HEX_OPN_UNC       0.074       NA                      0.097    0.097
##     NFP_ANO          -0.097       NA                     -0.132   -0.132
##     NFP_COM           0.020       NA                      0.028    0.028
##     NFP_GEN           0.029       NA                      0.026    0.026
##     NFP_GOV          -0.117       NA                     -0.086   -0.086
##     NFP_INF           0.039       NA                      0.053    0.053
##     NFP_PHY          -0.023       NA                     -0.017   -0.017
##     NFP_PSY          -0.242       NA                     -0.258   -0.258
##     NFP_SOC          -0.202       NA                     -0.178   -0.178
##   HEX_EXT_BOL ~~                                                        
##     HEX_EXT_LIV       0.501       NA                      0.474    0.474
##     HEX_EXT_SOC       0.536       NA                      0.579    0.579
##     HEX_EXT_SSE       0.456       NA                      0.461    0.461
##     HEX_HOH_FAI       0.195       NA                      0.123    0.123
##     HEX_HOH_GRE      -0.097       NA                     -0.154   -0.154
##     HEX_HOH_MOD      -0.227       NA                     -0.293   -0.293
##     HEX_HOH_SIN      -0.074       NA                     -0.073   -0.073
##     HEX_OPN_AES       0.176       NA                      0.170    0.170
##     HEX_OPN_CRE       0.193       NA                      0.261    0.261
##     HEX_OPN_INQ       0.230       NA                      0.238    0.238
##     HEX_OPN_UNC       0.083       NA                      0.135    0.135
##     NFP_ANO          -0.036       NA                     -0.061   -0.061
##     NFP_COM           0.008       NA                      0.014    0.014
##     NFP_GEN          -0.052       NA                     -0.058   -0.058
##     NFP_GOV          -0.018       NA                     -0.016   -0.016
##     NFP_INF          -0.087       NA                     -0.145   -0.145
##     NFP_PHY          -0.411       NA                     -0.383   -0.383
##     NFP_PSY          -0.260       NA                     -0.342   -0.342
##     NFP_SOC          -0.496       NA                     -0.540   -0.540
##   HEX_EXT_LIV ~~                                                        
##     HEX_EXT_SOC       0.572       NA                      0.511    0.511
##     HEX_EXT_SSE       0.863       NA                      0.721    0.721
##     HEX_HOH_FAI       0.622       NA                      0.326    0.326
##     HEX_HOH_GRE      -0.052       NA                     -0.068   -0.068
##     HEX_HOH_MOD      -0.114       NA                     -0.121   -0.121
##     HEX_HOH_SIN       0.117       NA                      0.095    0.095
##     HEX_OPN_AES       0.114       NA                      0.091    0.091
##     HEX_OPN_CRE       0.137       NA                      0.153    0.153
##     HEX_OPN_INQ       0.169       NA                      0.144    0.144
##     HEX_OPN_UNC      -0.009       NA                     -0.012   -0.012
##     NFP_ANO          -0.136       NA                     -0.190   -0.190
##     NFP_COM          -0.029       NA                     -0.041   -0.041
##     NFP_GEN          -0.071       NA                     -0.066   -0.066
##     NFP_GOV          -0.113       NA                     -0.085   -0.085
##     NFP_INF          -0.100       NA                     -0.138   -0.138
##     NFP_PHY          -0.517       NA                     -0.399   -0.399
##     NFP_PSY          -0.332       NA                     -0.362   -0.362
##     NFP_SOC          -0.662       NA                     -0.595   -0.595
##   HEX_EXT_SOC ~~                                                        
##     HEX_EXT_SSE       0.420       NA                      0.401    0.401
##     HEX_HOH_FAI       0.186       NA                      0.111    0.111
##     HEX_HOH_GRE      -0.153       NA                     -0.229   -0.229
##     HEX_HOH_MOD      -0.211       NA                     -0.257   -0.257
##     HEX_HOH_SIN      -0.118       NA                     -0.110   -0.110
##     HEX_OPN_AES       0.124       NA                      0.113    0.113
##     HEX_OPN_CRE       0.138       NA                      0.175    0.175
##     HEX_OPN_INQ       0.130       NA                      0.126    0.126
##     HEX_OPN_UNC       0.038       NA                      0.058    0.058
##     NFP_ANO          -0.048       NA                     -0.077   -0.077
##     NFP_COM          -0.003       NA                     -0.004   -0.004
##     NFP_GEN          -0.123       NA                     -0.130   -0.130
##     NFP_GOV          -0.070       NA                     -0.060   -0.060
##     NFP_INF          -0.129       NA                     -0.204   -0.204
##     NFP_PHY          -0.587       NA                     -0.517   -0.517
##     NFP_PSY          -0.326       NA                     -0.405   -0.405
##     NFP_SOC          -0.711       NA                     -0.730   -0.730
##   HEX_EXT_SSE ~~                                                        
##     HEX_HOH_FAI       0.554       NA                      0.310    0.310
##     HEX_HOH_GRE      -0.017       NA                     -0.023   -0.023
##     HEX_HOH_MOD      -0.125       NA                     -0.142   -0.142
##     HEX_HOH_SIN       0.119       NA                      0.104    0.104
##     HEX_OPN_AES       0.100       NA                      0.086    0.086
##     HEX_OPN_CRE       0.121       NA                      0.144    0.144
##     HEX_OPN_INQ       0.172       NA                      0.157    0.157
##     HEX_OPN_UNC      -0.002       NA                     -0.003   -0.003
##     NFP_ANO          -0.128       NA                     -0.191   -0.191
##     NFP_COM          -0.010       NA                     -0.015   -0.015
##     NFP_GEN          -0.019       NA                     -0.019   -0.019
##     NFP_GOV          -0.085       NA                     -0.068   -0.068
##     NFP_INF          -0.057       NA                     -0.084   -0.084
##     NFP_PHY          -0.439       NA                     -0.361   -0.361
##     NFP_PSY          -0.296       NA                     -0.344   -0.344
##     NFP_SOC          -0.549       NA                     -0.527   -0.527
##   HEX_HOH_FAI ~~                                                        
##     HEX_HOH_GRE       0.264       NA                      0.231    0.231
##     HEX_HOH_MOD       0.257       NA                      0.184    0.184
##     HEX_HOH_SIN       0.727       NA                      0.398    0.398
##     HEX_OPN_AES       0.223       NA                      0.119    0.119
##     HEX_OPN_CRE       0.141       NA                      0.105    0.105
##     HEX_OPN_INQ       0.210       NA                      0.120    0.120
##     HEX_OPN_UNC      -0.074       NA                     -0.067   -0.067
##     NFP_ANO          -0.180       NA                     -0.168   -0.168
##     NFP_COM           0.101       NA                      0.095    0.095
##     NFP_GEN           0.198       NA                      0.123    0.123
##     NFP_GOV          -0.102       NA                     -0.051   -0.051
##     NFP_INF           0.075       NA                      0.070    0.070
##     NFP_PHY          -0.318       NA                     -0.164   -0.164
##     NFP_PSY          -0.259       NA                     -0.189   -0.189
##     NFP_SOC          -0.407       NA                     -0.245   -0.245
##   HEX_HOH_GRE ~~                                                        
##     HEX_HOH_MOD       0.244       NA                      0.434    0.434
##     HEX_HOH_SIN       0.240       NA                      0.327    0.327
##     HEX_OPN_AES       0.010       NA                      0.013    0.013
##     HEX_OPN_CRE      -0.018       NA                     -0.033   -0.033
##     HEX_OPN_INQ       0.010       NA                      0.014    0.014
##     HEX_OPN_UNC       0.004       NA                      0.008    0.008
##     NFP_ANO          -0.025       NA                     -0.058   -0.058
##     NFP_COM           0.020       NA                      0.046    0.046
##     NFP_GEN          -0.012       NA                     -0.019   -0.019
##     NFP_GOV          -0.004       NA                     -0.005   -0.005
##     NFP_INF           0.005       NA                      0.011    0.011
##     NFP_PHY           0.025       NA                      0.033    0.033
##     NFP_PSY          -0.023       NA                     -0.041   -0.041
##     NFP_SOC           0.043       NA                      0.064    0.064
##   HEX_HOH_MOD ~~                                                        
##     HEX_HOH_SIN       0.255       NA                      0.283    0.283
##     HEX_OPN_AES       0.054       NA                      0.059    0.059
##     HEX_OPN_CRE      -0.022       NA                     -0.033   -0.033
##     HEX_OPN_INQ      -0.007       NA                     -0.009   -0.009
##     HEX_OPN_UNC       0.026       NA                      0.048    0.048
##     NFP_ANO          -0.092       NA                     -0.174   -0.174
##     NFP_COM          -0.005       NA                     -0.009   -0.009
##     NFP_GEN          -0.031       NA                     -0.040   -0.040
##     NFP_GOV          -0.033       NA                     -0.034   -0.034
##     NFP_INF           0.057       NA                      0.108    0.108
##     NFP_PHY           0.088       NA                      0.092    0.092
##     NFP_PSY          -0.036       NA                     -0.053   -0.053
##     NFP_SOC           0.084       NA                      0.103    0.103
##   HEX_HOH_SIN ~~                                                        
##     HEX_OPN_AES       0.130       NA                      0.108    0.108
##     HEX_OPN_CRE       0.074       NA                      0.086    0.086
##     HEX_OPN_INQ       0.053       NA                      0.047    0.047
##     HEX_OPN_UNC       0.037       NA                      0.051    0.051
##     NFP_ANO          -0.038       NA                     -0.055   -0.055
##     NFP_COM           0.100       NA                      0.147    0.147
##     NFP_GEN           0.157       NA                      0.152    0.152
##     NFP_GOV           0.092       NA                      0.072    0.072
##     NFP_INF           0.067       NA                      0.097    0.097
##     NFP_PHY          -0.074       NA                     -0.060   -0.060
##     NFP_PSY          -0.030       NA                     -0.035   -0.035
##     NFP_SOC          -0.015       NA                     -0.014   -0.014
##   HEX_OPN_AES ~~                                                        
##     HEX_OPN_CRE       0.506       NA                      0.577    0.577
##     HEX_OPN_INQ       0.569       NA                      0.495    0.495
##     HEX_OPN_UNC       0.334       NA                      0.457    0.457
##     NFP_ANO          -0.009       NA                     -0.012   -0.012
##     NFP_COM           0.057       NA                      0.082    0.082
##     NFP_GEN           0.113       NA                      0.107    0.107
##     NFP_GOV           0.053       NA                      0.040    0.040
##     NFP_INF           0.038       NA                      0.054    0.054
##     NFP_PHY          -0.112       NA                     -0.088   -0.088
##     NFP_PSY          -0.087       NA                     -0.096   -0.096
##     NFP_SOC          -0.099       NA                     -0.091   -0.091
##   HEX_OPN_CRE ~~                                                        
##     HEX_OPN_INQ       0.298       NA                      0.362    0.362
##     HEX_OPN_UNC       0.214       NA                      0.409    0.409
##     NFP_ANO           0.014       NA                      0.028    0.028
##     NFP_COM           0.038       NA                      0.077    0.077
##     NFP_GEN           0.089       NA                      0.117    0.117
##     NFP_GOV           0.062       NA                      0.066    0.066
##     NFP_INF           0.025       NA                      0.049    0.049
##     NFP_PHY          -0.082       NA                     -0.091   -0.091
##     NFP_PSY          -0.093       NA                     -0.145   -0.145
##     NFP_SOC          -0.113       NA                     -0.144   -0.144
##   HEX_OPN_INQ ~~                                                        
##     HEX_OPN_UNC       0.260       NA                      0.380    0.380
##     NFP_ANO           0.047       NA                      0.071    0.071
##     NFP_COM           0.072       NA                      0.111    0.111
##     NFP_GEN           0.085       NA                      0.086    0.086
##     NFP_GOV           0.093       NA                      0.076    0.076
##     NFP_INF           0.012       NA                      0.018    0.018
##     NFP_PHY          -0.177       NA                     -0.149   -0.149
##     NFP_PSY          -0.064       NA                     -0.076   -0.076
##     NFP_SOC          -0.119       NA                     -0.116   -0.116
##   HEX_OPN_UNC ~~                                                        
##     NFP_ANO           0.016       NA                      0.038    0.038
##     NFP_COM           0.012       NA                      0.029    0.029
##     NFP_GEN           0.045       NA                      0.071    0.071
##     NFP_GOV           0.060       NA                      0.077    0.077
##     NFP_INF           0.021       NA                      0.049    0.049
##     NFP_PHY          -0.020       NA                     -0.026   -0.026
##     NFP_PSY          -0.045       NA                     -0.083   -0.083
##     NFP_SOC           0.012       NA                      0.018    0.018
##   NFP_ANO ~~                                                            
##     NFP_COM           0.197       NA                      0.495    0.495
##     NFP_GEN           0.250       NA                      0.413    0.413
##     NFP_GOV           0.372       NA                      0.497    0.497
##     NFP_INF           0.154       NA                      0.379    0.379
##     NFP_PHY           0.151       NA                      0.207    0.207
##     NFP_PSY           0.153       NA                      0.298    0.298
##     NFP_SOC           0.149       NA                      0.239    0.239
##   NFP_COM ~~                                                            
##     NFP_GEN           0.381       NA                      0.633    0.633
##     NFP_GOV           0.503       NA                      0.676    0.676
##     NFP_INF           0.251       NA                      0.622    0.622
##     NFP_PHY           0.123       NA                      0.170    0.170
##     NFP_PSY           0.097       NA                      0.190    0.190
##     NFP_SOC           0.046       NA                      0.075    0.075
##   NFP_GEN ~~                                                            
##     NFP_GOV           0.625       NA                      0.554    0.554
##     NFP_INF           0.411       NA                      0.672    0.672
##     NFP_PHY           0.312       NA                      0.285    0.285
##     NFP_PSY           0.249       NA                      0.321    0.321
##     NFP_SOC           0.203       NA                      0.216    0.216
##   NFP_GOV ~~                                                            
##     NFP_INF           0.399       NA                      0.527    0.527
##     NFP_PHY           0.311       NA                      0.230    0.230
##     NFP_PSY           0.218       NA                      0.227    0.227
##     NFP_SOC           0.152       NA                      0.131    0.131
##   NFP_INF ~~                                                            
##     NFP_PHY           0.282       NA                      0.384    0.384
##     NFP_PSY           0.179       NA                      0.343    0.343
##     NFP_SOC           0.150       NA                      0.238    0.238
##   NFP_PHY ~~                                                            
##     NFP_PSY           0.386       NA                      0.414    0.414
##     NFP_SOC           0.638       NA                      0.565    0.565
##   NFP_PSY ~~                                                            
##     NFP_SOC           0.430       NA                      0.539    0.539
## 
## Variances:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##    .HEX_ALT_FS        0.000                               0.000    0.000
##    .HEX_AGR_FLX_FS    0.000                               0.000    0.000
##    .HEX_AGR_FOR_FS    0.000                               0.000    0.000
##    .HEX_AGR_GEN_FS    0.000                               0.000    0.000
##    .HEX_AGR_PAT_FS    0.000                               0.000    0.000
##    .HEX_CNS_DIL_FS    0.000                               0.000    0.000
##    .HEX_CNS_ORG_FS    0.000                               0.000    0.000
##    .HEX_CNS_PER_FS    0.000                               0.000    0.000
##    .HEX_CNS_PRU_FS    0.000                               0.000    0.000
##    .HEX_EMO_ANX_FS    0.000                               0.000    0.000
##    .HEX_EMO_DEP_FS    0.000                               0.000    0.000
##    .HEX_EMO_FEA_FS    0.000                               0.000    0.000
##    .HEX_EMO_SEN_FS    0.000                               0.000    0.000
##    .HEX_EXT_BOL_FS    0.000                               0.000    0.000
##    .HEX_EXT_LIV_FS    0.000                               0.000    0.000
##    .HEX_EXT_SOC_FS    0.000                               0.000    0.000
##    .HEX_EXT_SSE_FS    0.000                               0.000    0.000
##    .HEX_HOH_FAI_FS    0.000                               0.000    0.000
##    .HEX_HOH_GRE_FS    0.000                               0.000    0.000
##    .HEX_HOH_MOD_FS    0.000                               0.000    0.000
##    .HEX_HOH_SIN_FS    0.000                               0.000    0.000
##    .HEX_OPN_AES_FS    0.000                               0.000    0.000
##    .HEX_OPN_CRE_FS    0.000                               0.000    0.000
##    .HEX_OPN_INQ_FS    0.000                               0.000    0.000
##    .HEX_OPN_UNC_FS    0.000                               0.000    0.000
##    .NFP_ANO_FS        0.000                               0.000    0.000
##    .NFP_COM_FS        0.000                               0.000    0.000
##    .NFP_GEN_FS        0.000                               0.000    0.000
##    .NFP_GOV_FS        0.000                               0.000    0.000
##    .NFP_INF_FS        0.000                               0.000    0.000
##    .NFP_PHY_FS        0.000                               0.000    0.000
##    .NFP_PSY_FS        0.000                               0.000    0.000
##    .NFP_SOC_FS        0.000                               0.000    0.000
##     HEX_ALT           0.507       NA                      1.000    1.000
##     HEX_AGR_FLX       0.432       NA                      1.000    1.000
##     HEX_AGR_FOR       1.919       NA                      1.000    1.000
##     HEX_AGR_GEN       0.556       NA                      1.000    1.000
##     HEX_AGR_PAT       0.951       NA                      1.000    1.000
##     HEX_CNS_DIL       0.548       NA                      1.000    1.000
##     HEX_CNS_ORG       0.775       NA                      1.000    1.000
##     HEX_CNS_PER       0.328       NA                      1.000    1.000
##     HEX_CNS_PRU       0.980       NA                      1.000    1.000
##     HEX_EMO_ANX       1.644       NA                      1.000    1.000
##     HEX_EMO_DEP       1.181       NA                      1.000    1.000
##     HEX_EMO_FEA       0.921       NA                      1.000    1.000
##     HEX_EMO_SEN       1.340       NA                      1.000    1.000
##     HEX_EXT_BOL       0.873       NA                      1.000    1.000
##     HEX_EXT_LIV       1.280       NA                      1.000    1.000
##     HEX_EXT_SOC       0.980       NA                      1.000    1.000
##     HEX_EXT_SSE       1.122       NA                      1.000    1.000
##     HEX_HOH_FAI       2.849       NA                      1.000    1.000
##     HEX_HOH_GRE       0.458       NA                      1.000    1.000
##     HEX_HOH_MOD       0.688       NA                      1.000    1.000
##     HEX_HOH_SIN       1.172       NA                      1.000    1.000
##     HEX_OPN_AES       1.228       NA                      1.000    1.000
##     HEX_OPN_CRE       0.627       NA                      1.000    1.000
##     HEX_OPN_INQ       1.076       NA                      1.000    1.000
##     HEX_OPN_UNC       0.435       NA                      1.000    1.000
##     NFP_ANO           0.402       NA                      1.000    1.000
##     NFP_COM           0.396       NA                      1.000    1.000
##     NFP_GEN           0.912       NA                      1.000    1.000
##     NFP_GOV           1.395       NA                      1.000    1.000
##     NFP_INF           0.410       NA                      1.000    1.000
##     NFP_PHY           1.317       NA                      1.000    1.000
##     NFP_PSY           0.659       NA                      1.000    1.000
##     NFP_SOC           0.968       NA                      1.000    1.000

Is not converging. Estimates hence not reliable. Let’s hence report the results of correlations of mean scores.

Regression

## lavaan 0.6.15 ended normally after 250 iterations
## 
##   Estimator                                         ML
##   Optimization method                           NLMINB
##   Number of model parameters                       816
##   Number of equality constraints                     4
## 
##                                                   Used       Total
##   Number of observations                          1553        1559
## 
## Model Test User Model:
##                                                        
##   Test statistic                              30578.636
##   Degrees of freedom                               8340
##   P-value (Chi-square)                            0.000
## 
## Model Test Baseline Model:
## 
##   Test statistic                            104555.594
##   Degrees of freedom                              9024
##   P-value                                        0.000
## 
## User Model versus Baseline Model:
## 
##   Comparative Fit Index (CFI)                    0.767
##   Tucker-Lewis Index (TLI)                       0.748
## 
## Loglikelihood and Information Criteria:
## 
##   Loglikelihood user model (H0)            -337302.658
##   Loglikelihood unrestricted model (H1)    -322013.340
##                                                       
##   Akaike (AIC)                              676229.315
##   Bayesian (BIC)                            680571.846
##   Sample-size adjusted Bayesian (SABIC)     677992.311
## 
## Root Mean Square Error of Approximation:
## 
##   RMSEA                                          0.041
##   90 Percent confidence interval - lower         0.041
##   90 Percent confidence interval - upper         0.042
##   P-value H_0: RMSEA <= 0.050                    1.000
##   P-value H_0: RMSEA >= 0.080                    0.000
## 
## Standardized Root Mean Square Residual:
## 
##   SRMR                                           0.067
## 
## Parameter Estimates:
## 
##   Standard errors                             Standard
##   Information                                 Expected
##   Information saturated (h1) model          Structured
## 
## Latent Variables:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##   HEX_HOH_SIN =~                                                        
##     HEX_HOH_SIN_01    1.000                               1.332    0.783
##     HEX_HOH_SIN_02    0.866    0.036   23.928    0.000    1.154    0.639
##     HEX_HOH_SIN_03    0.992    0.033   29.787    0.000    1.322    0.817
##     HEX_HOH_SIN_04    0.774    0.036   21.365    0.000    1.031    0.573
##   HEX_HOH_FAI =~                                                        
##     HEX_HOH_FAI_01    1.000                               1.801    0.859
##     HEX_HOH_FAI_02    0.693    0.021   32.621    0.000    1.249    0.738
##     HEX_HOH_FAI_03    0.688    0.022   30.998    0.000    1.239    0.710
##     HEX_HOH_FAI_04    0.887    0.023   38.831    0.000    1.597    0.839
##   HEX_HOH_GRE =~                                                        
##     HEX_HOH_GRE_01    1.000                               0.803    0.452
##     HEX_HOH_GRE_02    1.685    0.103   16.387    0.000    1.353    0.727
##     HEX_HOH_GRE_03    1.797    0.106   16.918    0.000    1.443    0.804
##     HEX_HOH_GRE_04    1.831    0.108   16.917    0.000    1.470    0.804
##   HEX_HOH_MOD =~                                                        
##     HEX_HOH_MOD_01    1.000                               0.841    0.597
##     HEX_HOH_MOD_02    0.904    0.057   15.856    0.000    0.760    0.494
##     HEX_HOH_MOD_03    1.245    0.061   20.527    0.000    1.048    0.708
##     HEX_HOH_MOD_04    1.490    0.069   21.655    0.000    1.254    0.787
##   HEX_EMO_FEA =~                                                        
##     HEX_EMO_FEA_01    1.000                               1.112    0.651
##     HEX_EMO_FEA_02    0.771    0.046   16.583    0.000    0.857    0.510
##     HEX_EMO_FEA_03    1.020    0.051   20.169    0.000    1.134    0.653
##     HEX_EMO_FEA_04    0.934    0.049   18.907    0.000    1.038    0.599
##   HEX_EMO_ANX =~                                                        
##     HEX_EMO_ANX_01    1.000                               1.368    0.794
##     HEX_EMO_ANX_02    1.013    0.033   30.971    0.000    1.385    0.774
##     HEX_EMO_ANX_03    0.840    0.036   23.476    0.000    1.149    0.604
##     HEX_EMO_ANX_04    0.743    0.028   26.082    0.000    1.016    0.664
##   HEX_EMO_DEP =~                                                        
##     HEX_EMO_DEP_01    1.000                               1.059    0.653
##     HEX_EMO_DEP_02    0.778    0.043   17.995    0.000    0.823    0.532
##     HEX_EMO_DEP_03    1.055    0.046   22.839    0.000    1.117    0.711
##     HEX_EMO_DEP_04    1.030    0.049   21.173    0.000    1.091    0.645
##   HEX_EMO_SEN =~                                                        
##     HEX_EMO_SEN_01    1.000                               1.169    0.682
##     HEX_EMO_SEN_02    0.857    0.038   22.824    0.000    1.002    0.715
##     HEX_EMO_SEN_03    0.754    0.037   20.541    0.000    0.881    0.624
##     HEX_EMO_SEN_04    0.788    0.042   18.576    0.000    0.922    0.555
##   HEX_EXT_SSE =~                                                        
##     HEX_EXT_SSE_01    1.000                               1.280    0.794
##     HEX_EXT_SSE_02    0.482    0.023   20.700    0.000    0.617    0.532
##     HEX_EXT_SSE_03    0.901    0.034   26.575    0.000    1.154    0.665
##     HEX_EXT_SSE_04    1.203    0.037   32.523    0.000    1.540    0.791
##   HEX_EXT_BOL =~                                                        
##     HEX_EXT_BOL_01    1.000                               1.055    0.603
##     HEX_EXT_BOL_02    1.265    0.055   23.152    0.000    1.334    0.787
##     HEX_EXT_BOL_03    1.277    0.055   23.062    0.000    1.347    0.782
##     HEX_EXT_BOL_04    0.914    0.052   17.413    0.000    0.964    0.529
##   HEX_EXT_SOC =~                                                        
##     HEX_EXT_SOC_01    1.000                               1.155    0.637
##     HEX_EXT_SOC_02    1.122    0.043   25.812    0.000    1.296    0.778
##     HEX_EXT_SOC_03    1.167    0.046   25.420    0.000    1.348    0.763
##     HEX_EXT_SOC_04    1.045    0.043   24.407    0.000    1.208    0.724
##   HEX_EXT_LIV =~                                                        
##     HEX_EXT_LIV_01    1.000                               1.221    0.700
##     HEX_EXT_LIV_02    1.091    0.037   29.701    0.000    1.332    0.830
##     HEX_EXT_LIV_03    0.748    0.036   20.653    0.000    0.914    0.563
##     HEX_EXT_LIV_04    0.934    0.038   24.573    0.000    1.141    0.674
##   HEX_AGR_FOR =~                                                        
##     HEX_AGR_FOR_01    1.000                               1.491    0.861
##     HEX_AGR_FOR_02    0.939    0.025   37.783    0.000    1.400    0.837
##     HEX_AGR_FOR_03    0.312    0.020   15.427    0.000    0.464    0.398
##     HEX_AGR_FOR_04    0.860    0.026   33.375    0.000    1.282    0.757
##   HEX_AGR_GEN =~                                                        
##     HEX_AGR_GEN_01    1.000                               0.956    0.568
##     HEX_AGR_GEN_02    1.031    0.052   19.866    0.000    0.985    0.717
##     HEX_AGR_GEN_03    1.108    0.056   19.777    0.000    1.059    0.711
##     HEX_AGR_GEN_04    0.979    0.053   18.600    0.000    0.936    0.642
##   HEX_AGR_FLX =~                                                        
##     HEX_AGR_FLX_01    1.000                               0.889    0.497
##     HEX_AGR_FLX_02    0.792    0.056   14.152    0.000    0.704    0.506
##     HEX_AGR_FLX_03    1.136    0.070   16.256    0.000    1.010    0.651
##     HEX_AGR_FLX_04    1.110    0.068   16.206    0.000    0.986    0.646
##   HEX_AGR_PAT =~                                                        
##     HEX_AGR_PAT_01    1.000                               1.025    0.674
##     HEX_AGR_PAT_02    0.966    0.048   20.153    0.000    0.991    0.606
##     HEX_AGR_PAT_03    1.025    0.045   22.660    0.000    1.051    0.701
##     HEX_AGR_PAT_04    1.144    0.051   22.399    0.000    1.173    0.690
##   HEX_CNS_ORG =~                                                        
##     HEX_CNS_ORG_01    1.000                               0.932    0.560
##     HEX_CNS_ORG_02    0.933    0.050   18.748    0.000    0.869    0.647
##     HEX_CNS_ORG_03    1.330    0.067   19.879    0.000    1.239    0.714
##     HEX_CNS_ORG_04    1.461    0.070   21.014    0.000    1.361    0.800
##   HEX_CNS_DIL =~                                                        
##     HEX_CNS_DIL_01    1.000                               0.902    0.640
##     HEX_CNS_DIL_02    1.032    0.046   22.604    0.000    0.931    0.702
##     HEX_CNS_DIL_03    1.211    0.054   22.447    0.000    1.092    0.696
##     HEX_CNS_DIL_04    1.140    0.054   21.221    0.000    1.029    0.647
##   HEX_CNS_PER =~                                                        
##     HEX_CNS_PER_01    1.000                               0.636    0.481
##     HEX_CNS_PER_02    1.334    0.082   16.224    0.000    0.848    0.694
##     HEX_CNS_PER_03    1.135    0.072   15.782    0.000    0.722    0.649
##     HEX_CNS_PER_04    1.083    0.094   11.573    0.000    0.688    0.386
##   HEX_CNS_PRU =~                                                        
##     HEX_CNS_PRU_01    1.000                               0.985    0.684
##     HEX_CNS_PRU_02    1.015    0.042   24.038    0.000    1.000    0.719
##     HEX_CNS_PRU_03    0.771    0.042   18.474    0.000    0.759    0.532
##     HEX_CNS_PRU_04    0.866    0.043   20.151    0.000    0.853    0.586
##   HEX_OPN_AES =~                                                        
##     HEX_OPN_AES_01    1.000                               1.308    0.743
##     HEX_OPN_AES_02    0.984    0.044   22.497    0.000    1.288    0.632
##     HEX_OPN_AES_03    0.886    0.041   21.810    0.000    1.159    0.612
##     HEX_OPN_AES_04    0.470    0.032   14.914    0.000    0.615    0.416
##   HEX_OPN_INQ =~                                                        
##     HEX_OPN_INQ_01    1.000                               1.187    0.700
##     HEX_OPN_INQ_02    0.903    0.042   21.388    0.000    1.071    0.651
##     HEX_OPN_INQ_03    0.998    0.046   21.667    0.000    1.184    0.662
##     HEX_OPN_INQ_04    0.933    0.047   20.012    0.000    1.108    0.601
##   HEX_OPN_CRE =~                                                        
##     HEX_OPN_CRE_01    1.000                               0.897    0.536
##     HEX_OPN_CRE_02    1.485    0.075   19.691    0.000    1.333    0.764
##     HEX_OPN_CRE_03    1.111    0.061   18.132    0.000    0.997    0.652
##     HEX_OPN_CRE_04    1.656    0.083   19.847    0.000    1.486    0.779
##   HEX_OPN_UNC =~                                                        
##     HEX_OPN_UNC_01    1.000                               0.761    0.480
##     HEX_OPN_UNC_02    0.903    0.065   13.833    0.000    0.687    0.520
##     HEX_OPN_UNC_03    0.870    0.076   11.509    0.000    0.662    0.391
##     HEX_OPN_UNC_04    1.568    0.100   15.709    0.000    1.193    0.675
##   NFP_INF =~                                                            
##     NFP_INF_01        1.000                               0.875    0.619
##     NFP_INF_02        0.919    0.042   21.745    0.000    0.804    0.655
##     NFP_INF_03        0.965    0.043   22.576    0.000    0.844    0.688
##     NFP_INF_04        1.015    0.044   22.847    0.000    0.888    0.648
##   NFP_PSY =~                                                            
##     NFP_PSY_01        1.000                               0.909    0.617
##     NFP_PSY_02        1.073    0.053   20.081    0.000    0.975    0.625
##     NFP_PSY_03        1.475    0.062   23.828    0.000    1.341    0.801
##     NFP_PSY_04        0.874    0.051   16.996    0.000    0.794    0.508
##   NFP_PHY =~                                                            
##     NFP_PHY_01        1.000                               1.168    0.795
##     NFP_PHY_02        0.831    0.035   23.526    0.000    0.970    0.617
##     NFP_PHY_03        1.019    0.040   25.390    0.000    1.190    0.663
##     NFP_PHY_04        0.757    0.031   24.777    0.000    0.884    0.648
##   NFP_SOC =~                                                            
##     NFP_SOC_01        1.000                               1.254    0.716
##     NFP_SOC_02        0.852    0.033   25.603    0.000    1.068    0.647
##     NFP_SOC_03        1.085    0.033   33.133    0.000    1.362    0.736
##     NFP_SOC_04        0.582    0.027   21.744    0.000    0.731    0.551
##   NFP_GOV =~                                                            
##     NFP_GOV_01        1.000                               1.226    0.786
##     NFP_GOV_02        1.001    0.031   31.775    0.000    1.227    0.778
##     NFP_GOV_03        1.025    0.032   32.092    0.000    1.256    0.738
##     NFP_GOV_04        0.955    0.032   29.589    0.000    1.170    0.732
##   NFP_COM =~                                                            
##     NFP_COM_01        1.000                               0.722    0.466
##     NFP_COM_02        1.055    0.072   14.557    0.000    0.762    0.504
##     NFP_COM_03        1.508    0.086   17.529    0.000    1.089    0.729
##     NFP_COM_04        1.564    0.086   18.171    0.000    1.129    0.801
##   NFP_ANO =~                                                            
##     NFP_ANO_01        1.000                               0.869    0.454
##     NFP_ANO_02        0.838    0.058   14.517    0.000    0.728    0.500
##     NFP_ANO_03        0.469    0.045   10.407    0.000    0.408    0.309
##     NFP_ANO_04        1.075    0.062   17.401    0.000    0.934    0.571
##   NFP_GEN =~                                                            
##     NFP_GEN_01        1.000                               1.042    0.747
##     NFP_GEN_02        0.938    0.028   32.964    0.000    0.978    0.840
##     NFP_GEN_03        0.967    0.040   24.301    0.000    1.008    0.630
##     NFP_GEN_04        0.903    0.028   32.267    0.000    0.941    0.822
## 
## Regressions:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##   NFP_INF ~                                                             
##     HEX_HOH_SIN       0.000    0.031    0.004    0.996    0.000    0.000
##     HEX_HOH_FAI       0.024    0.028    0.833    0.405    0.048    0.048
##     HEX_HOH_GRE      -0.111    0.065   -1.711    0.087   -0.102   -0.102
##     HEX_HOH_MOD       0.147    0.071    2.071    0.038    0.142    0.142
##     HEX_EMO_FEA       0.183    0.071    2.567    0.010    0.232    0.232
##     HEX_EMO_ANX      -0.118    0.058   -2.050    0.040   -0.185   -0.185
##     HEX_EMO_DEP      -0.209    0.076   -2.741    0.006   -0.253   -0.253
##     HEX_EMO_SEN       0.074    0.062    1.198    0.231    0.099    0.099
##     HEX_EXT_SSE       0.098    0.100    0.978    0.328    0.144    0.144
##     HEX_EXT_BOL      -0.006    0.096   -0.067    0.947   -0.008   -0.008
##     HEX_EXT_SOC      -0.062    0.113   -0.549    0.583   -0.082   -0.082
##     HEX_EXT_LIV      -0.255    0.133   -1.917    0.055   -0.356   -0.356
##     HEX_AGR_FOR      -0.014    0.032   -0.435    0.663   -0.024   -0.024
##     HEX_AGR_GEN       0.054    0.087    0.624    0.533    0.059    0.059
##     HEX_AGR_FLX      -0.257    0.091   -2.815    0.005   -0.261   -0.261
##     HEX_AGR_PAT       0.108    0.084    1.283    0.200    0.126    0.126
##     HEX_CNS_ORG       0.067    0.087    0.774    0.439    0.071    0.071
##     HEX_CNS_DIL       0.114    0.133    0.857    0.392    0.118    0.118
##     HEX_CNS_PER       0.360    0.169    2.128    0.033    0.262    0.262
##     HEX_CNS_PRU      -0.152    0.127   -1.198    0.231   -0.171   -0.171
##     HEX_OPN_AES      -0.033    0.084   -0.387    0.699   -0.049   -0.049
##     HEX_OPN_INQ       0.020    0.056    0.354    0.723    0.027    0.027
##     HEX_OPN_CRE       0.075    0.084    0.891    0.373    0.076    0.076
##     HEX_OPN_UNC       0.024    0.128    0.190    0.849    0.021    0.021
##     AGE              -0.008    0.015   -0.501    0.616   -0.009   -0.014
##     GEN              -0.044    0.046   -0.963    0.335   -0.050   -0.027
##     ETH               0.246    0.058    4.221    0.000    0.282    0.117
##     REL              -0.070    0.051   -1.377    0.169   -0.080   -0.039
##     COL              -0.120    0.056   -2.165    0.030   -0.137   -0.064
##     INC              -0.038    0.035   -1.087    0.277   -0.043   -0.033
##     CON               0.058    0.014    4.191    0.000    0.066    0.117
##   NFP_PSY ~                                                             
##     HEX_HOH_SIN      -0.000    0.030   -0.010    0.992   -0.000   -0.000
##     HEX_HOH_FAI      -0.036    0.027   -1.335    0.182   -0.071   -0.071
##     HEX_HOH_GRE       0.004    0.061    0.059    0.953    0.003    0.003
##     HEX_HOH_MOD      -0.137    0.067   -2.047    0.041   -0.126   -0.126
##     HEX_EMO_FEA       0.269    0.069    3.881    0.000    0.329    0.329
##     HEX_EMO_ANX       0.006    0.054    0.106    0.915    0.009    0.009
##     HEX_EMO_DEP      -0.810    0.088   -9.229    0.000   -0.944   -0.944
##     HEX_EMO_SEN       0.077    0.060    1.291    0.197    0.099    0.099
##     HEX_EXT_SSE       0.014    0.096    0.146    0.884    0.020    0.020
##     HEX_EXT_BOL      -0.267    0.094   -2.837    0.005   -0.310   -0.310
##     HEX_EXT_SOC       0.206    0.113    1.828    0.067    0.262    0.262
##     HEX_EXT_LIV      -0.264    0.129   -2.039    0.041   -0.354   -0.354
##     HEX_AGR_FOR       0.015    0.030    0.497    0.619    0.025    0.025
##     HEX_AGR_GEN      -0.015    0.084   -0.178    0.859   -0.016   -0.016
##     HEX_AGR_FLX      -0.345    0.089   -3.893    0.000   -0.337   -0.337
##     HEX_AGR_PAT       0.206    0.082    2.502    0.012    0.232    0.232
##     HEX_CNS_ORG       0.104    0.084    1.240    0.215    0.106    0.106
##     HEX_CNS_DIL       0.262    0.131    2.000    0.045    0.260    0.260
##     HEX_CNS_PER      -0.014    0.160   -0.085    0.932   -0.010   -0.010
##     HEX_CNS_PRU      -0.305    0.123   -2.475    0.013   -0.330   -0.330
##     HEX_OPN_AES       0.057    0.080    0.708    0.479    0.081    0.081
##     HEX_OPN_INQ       0.062    0.054    1.155    0.248    0.081    0.081
##     HEX_OPN_CRE      -0.008    0.079   -0.106    0.915   -0.008   -0.008
##     HEX_OPN_UNC      -0.202    0.122   -1.652    0.099   -0.169   -0.169
##     AGE              -0.030    0.012   -2.444    0.015   -0.033   -0.053
##     GEN              -0.065    0.037   -1.771    0.077   -0.072   -0.038
##     ETH               0.093    0.047    1.995    0.046    0.102    0.043
##     REL               0.023    0.041    0.552    0.581    0.025    0.012
##     COL               0.038    0.045    0.860    0.390    0.042    0.020
##     INC               0.057    0.028    2.007    0.045    0.062    0.047
##     CON               0.038    0.011    3.421    0.001    0.042    0.074
##   NFP_PHY ~                                                             
##     HEX_HOH_SIN      -0.070    0.035   -1.999    0.046   -0.080   -0.080
##     HEX_HOH_FAI      -0.060    0.032   -1.881    0.060   -0.093   -0.093
##     HEX_HOH_GRE       0.019    0.072    0.268    0.789    0.013    0.013
##     HEX_HOH_MOD      -0.084    0.079   -1.056    0.291   -0.060   -0.060
##     HEX_EMO_FEA       0.276    0.080    3.441    0.001    0.263    0.263
##     HEX_EMO_ANX      -0.062    0.065   -0.955    0.339   -0.073   -0.073
##     HEX_EMO_DEP       0.071    0.087    0.815    0.415    0.064    0.064
##     HEX_EMO_SEN       0.002    0.070    0.025    0.980    0.002    0.002
##     HEX_EXT_SSE      -0.248    0.115   -2.165    0.030   -0.272   -0.272
##     HEX_EXT_BOL       0.158    0.113    1.402    0.161    0.143    0.143
##     HEX_EXT_SOC      -0.818    0.138   -5.937    0.000   -0.809   -0.809
##     HEX_EXT_LIV       0.179    0.150    1.196    0.232    0.187    0.187
##     HEX_AGR_FOR      -0.026    0.036   -0.712    0.476   -0.033   -0.033
##     HEX_AGR_GEN       0.220    0.100    2.209    0.027    0.180    0.180
##     HEX_AGR_FLX      -0.331    0.103   -3.222    0.001   -0.252   -0.252
##     HEX_AGR_PAT       0.036    0.093    0.386    0.700    0.032    0.032
##     HEX_CNS_ORG       0.082    0.097    0.846    0.397    0.065    0.065
##     HEX_CNS_DIL       0.122    0.150    0.818    0.413    0.095    0.095
##     HEX_CNS_PER       0.306    0.190    1.607    0.108    0.166    0.166
##     HEX_CNS_PRU      -0.150    0.141   -1.063    0.288   -0.127   -0.127
##     HEX_OPN_AES      -0.060    0.095   -0.635    0.525   -0.068   -0.068
##     HEX_OPN_INQ      -0.063    0.064   -0.990    0.322   -0.064   -0.064
##     HEX_OPN_CRE       0.089    0.094    0.941    0.347    0.068    0.068
##     HEX_OPN_UNC       0.125    0.145    0.863    0.388    0.082    0.082
##     AGE              -0.083    0.016   -5.023    0.000   -0.071   -0.112
##     GEN               0.017    0.049    0.347    0.729    0.015    0.008
##     ETH              -0.138    0.062   -2.235    0.025   -0.118   -0.049
##     REL              -0.036    0.054   -0.661    0.509   -0.031   -0.015
##     COL               0.010    0.059    0.171    0.865    0.009    0.004
##     INC              -0.018    0.037   -0.475    0.635   -0.015   -0.011
##     CON               0.051    0.015    3.456    0.001    0.043    0.077
##   NFP_SOC ~                                                             
##     HEX_HOH_SIN      -0.025    0.033   -0.761    0.447   -0.026   -0.026
##     HEX_HOH_FAI      -0.053    0.030   -1.788    0.074   -0.077   -0.077
##     HEX_HOH_GRE      -0.110    0.068   -1.618    0.106   -0.071   -0.071
##     HEX_HOH_MOD      -0.190    0.074   -2.574    0.010   -0.128   -0.128
##     HEX_EMO_FEA       0.120    0.074    1.620    0.105    0.106    0.106
##     HEX_EMO_ANX      -0.163    0.062   -2.644    0.008   -0.178   -0.178
##     HEX_EMO_DEP       0.043    0.082    0.522    0.602    0.036    0.036
##     HEX_EMO_SEN       0.072    0.064    1.116    0.264    0.067    0.067
##     HEX_EXT_SSE      -0.281    0.106   -2.648    0.008   -0.287   -0.287
##     HEX_EXT_BOL       0.095    0.109    0.875    0.382    0.080    0.080
##     HEX_EXT_SOC      -1.271    0.143   -8.890    0.000   -1.170   -1.170
##     HEX_EXT_LIV       0.001    0.138    0.004    0.996    0.001    0.001
##     HEX_AGR_FOR       0.041    0.033    1.226    0.220    0.049    0.049
##     HEX_AGR_GEN       0.188    0.092    2.041    0.041    0.143    0.143
##     HEX_AGR_FLX      -0.179    0.094   -1.902    0.057   -0.127   -0.127
##     HEX_AGR_PAT       0.086    0.088    0.975    0.329    0.070    0.070
##     HEX_CNS_ORG       0.087    0.091    0.954    0.340    0.064    0.064
##     HEX_CNS_DIL       0.318    0.141    2.258    0.024    0.229    0.229
##     HEX_CNS_PER       0.105    0.176    0.596    0.551    0.053    0.053
##     HEX_CNS_PRU      -0.484    0.138   -3.503    0.000   -0.380   -0.380
##     HEX_OPN_AES       0.018    0.088    0.206    0.837    0.019    0.019
##     HEX_OPN_INQ       0.005    0.059    0.084    0.933    0.005    0.005
##     HEX_OPN_CRE      -0.083    0.088   -0.939    0.348   -0.059   -0.059
##     HEX_OPN_UNC       0.140    0.135    1.037    0.300    0.085    0.085
##     AGE              -0.009    0.013   -0.661    0.508   -0.007   -0.011
##     GEN               0.051    0.040    1.267    0.205    0.041    0.021
##     ETH               0.079    0.051    1.547    0.122    0.063    0.026
##     REL              -0.127    0.045   -2.841    0.004   -0.102   -0.049
##     COL               0.014    0.049    0.285    0.776    0.011    0.005
##     INC               0.019    0.031    0.625    0.532    0.015    0.012
##     CON               0.023    0.012    1.877    0.061    0.018    0.032
##   NFP_GOV ~                                                             
##     HEX_HOH_SIN       0.077    0.042    1.843    0.065    0.084    0.084
##     HEX_HOH_FAI      -0.041    0.038   -1.080    0.280   -0.060   -0.060
##     HEX_HOH_GRE      -0.004    0.086   -0.052    0.959   -0.003   -0.003
##     HEX_HOH_MOD       0.027    0.094    0.284    0.776    0.018    0.018
##     HEX_EMO_FEA       0.068    0.094    0.725    0.468    0.062    0.062
##     HEX_EMO_ANX      -0.154    0.077   -2.010    0.044   -0.172   -0.172
##     HEX_EMO_DEP      -0.065    0.101   -0.643    0.520   -0.056   -0.056
##     HEX_EMO_SEN      -0.058    0.082   -0.699    0.484   -0.055   -0.055
##     HEX_EXT_SSE       0.007    0.133    0.055    0.956    0.008    0.008
##     HEX_EXT_BOL       0.072    0.128    0.559    0.576    0.062    0.062
##     HEX_EXT_SOC      -0.011    0.150   -0.073    0.942   -0.010   -0.010
##     HEX_EXT_LIV      -0.301    0.176   -1.712    0.087   -0.300   -0.300
##     HEX_AGR_FOR      -0.020    0.043   -0.472    0.637   -0.025   -0.025
##     HEX_AGR_GEN       0.286    0.118    2.433    0.015    0.223    0.223
##     HEX_AGR_FLX      -0.539    0.126   -4.269    0.000   -0.391   -0.391
##     HEX_AGR_PAT       0.212    0.113    1.883    0.060    0.177    0.177
##     HEX_CNS_ORG       0.139    0.117    1.192    0.233    0.105    0.105
##     HEX_CNS_DIL       0.151    0.178    0.846    0.398    0.111    0.111
##     HEX_CNS_PER       0.280    0.224    1.250    0.211    0.145    0.145
##     HEX_CNS_PRU      -0.245    0.169   -1.452    0.147   -0.197   -0.197
##     HEX_OPN_AES      -0.038    0.113   -0.333    0.739   -0.040   -0.040
##     HEX_OPN_INQ      -0.014    0.075   -0.180    0.857   -0.013   -0.013
##     HEX_OPN_CRE       0.129    0.112    1.156    0.248    0.095    0.095
##     HEX_OPN_UNC       0.174    0.172    1.007    0.314    0.108    0.108
##     AGE              -0.009    0.020   -0.432    0.666   -0.007   -0.011
##     GEN              -0.190    0.061   -3.100    0.002   -0.155   -0.082
##     ETH               0.067    0.077    0.867    0.386    0.055    0.023
##     REL               0.064    0.068    0.937    0.349    0.052    0.025
##     COL              -0.122    0.074   -1.650    0.099   -0.100   -0.046
##     INC              -0.024    0.047   -0.514    0.607   -0.020   -0.015
##     CON               0.164    0.018    8.877    0.000    0.134    0.237
##   NFP_COM ~                                                             
##     HEX_HOH_SIN       0.084    0.027    3.161    0.002    0.156    0.156
##     HEX_HOH_FAI       0.006    0.024    0.238    0.812    0.014    0.014
##     HEX_HOH_GRE       0.081    0.054    1.493    0.135    0.090    0.090
##     HEX_HOH_MOD      -0.069    0.059   -1.164    0.244   -0.080   -0.080
##     HEX_EMO_FEA       0.092    0.059    1.544    0.123    0.141    0.141
##     HEX_EMO_ANX      -0.139    0.049   -2.845    0.004   -0.264   -0.264
##     HEX_EMO_DEP      -0.130    0.065   -2.008    0.045   -0.190   -0.190
##     HEX_EMO_SEN       0.105    0.053    2.003    0.045    0.170    0.170
##     HEX_EXT_SSE       0.014    0.084    0.166    0.868    0.025    0.025
##     HEX_EXT_BOL      -0.083    0.082   -1.009    0.313   -0.121   -0.121
##     HEX_EXT_SOC       0.168    0.097    1.745    0.081    0.270    0.270
##     HEX_EXT_LIV      -0.282    0.114   -2.466    0.014   -0.477   -0.477
##     HEX_AGR_FOR      -0.014    0.027   -0.535    0.593   -0.030   -0.030
##     HEX_AGR_GEN       0.007    0.073    0.091    0.927    0.009    0.009
##     HEX_AGR_FLX      -0.242    0.078   -3.109    0.002   -0.298   -0.298
##     HEX_AGR_PAT       0.095    0.071    1.336    0.181    0.135    0.135
##     HEX_CNS_ORG       0.083    0.073    1.132    0.257    0.107    0.107
##     HEX_CNS_DIL       0.259    0.115    2.245    0.025    0.323    0.323
##     HEX_CNS_PER      -0.016    0.142   -0.113    0.910   -0.014   -0.014
##     HEX_CNS_PRU      -0.107    0.106   -1.005    0.315   -0.146   -0.146
##     HEX_OPN_AES      -0.010    0.071   -0.142    0.887   -0.018   -0.018
##     HEX_OPN_INQ       0.089    0.048    1.866    0.062    0.147    0.147
##     HEX_OPN_CRE       0.074    0.070    1.055    0.291    0.092    0.092
##     HEX_OPN_UNC      -0.052    0.108   -0.481    0.630   -0.055   -0.055
##     AGE               0.002    0.013    0.123    0.902    0.002    0.003
##     GEN              -0.078    0.038   -2.059    0.039   -0.109   -0.057
##     ETH               0.101    0.048    2.109    0.035    0.140    0.058
##     REL              -0.041    0.042   -0.963    0.335   -0.056   -0.027
##     COL              -0.046    0.046   -1.010    0.313   -0.064   -0.030
##     INC              -0.030    0.029   -1.039    0.299   -0.042   -0.031
##     CON               0.055    0.012    4.720    0.000    0.076    0.134
##   NFP_ANO ~                                                             
##     HEX_HOH_SIN       0.016    0.039    0.412    0.681    0.024    0.024
##     HEX_HOH_FAI      -0.062    0.035   -1.781    0.075   -0.129   -0.129
##     HEX_HOH_GRE       0.122    0.080    1.519    0.129    0.112    0.112
##     HEX_HOH_MOD      -0.215    0.088   -2.450    0.014   -0.208   -0.208
##     HEX_EMO_FEA       0.267    0.090    2.974    0.003    0.342    0.342
##     HEX_EMO_ANX      -0.362    0.075   -4.846    0.000   -0.570   -0.570
##     HEX_EMO_DEP      -0.011    0.093   -0.116    0.907   -0.013   -0.013
##     HEX_EMO_SEN      -0.021    0.076   -0.278    0.781   -0.028   -0.028
##     HEX_EXT_SSE      -0.213    0.123   -1.728    0.084   -0.314   -0.314
##     HEX_EXT_BOL      -0.096    0.119   -0.805    0.421   -0.116   -0.116
##     HEX_EXT_SOC      -0.018    0.139   -0.131    0.896   -0.024   -0.024
##     HEX_EXT_LIV      -0.211    0.162   -1.303    0.193   -0.297   -0.297
##     HEX_AGR_FOR      -0.004    0.040   -0.110    0.912   -0.007   -0.007
##     HEX_AGR_GEN       0.195    0.108    1.803    0.071    0.215    0.215
##     HEX_AGR_FLX      -0.413    0.116   -3.567    0.000   -0.422   -0.422
##     HEX_AGR_PAT       0.088    0.104    0.846    0.398    0.103    0.103
##     HEX_CNS_ORG       0.155    0.108    1.434    0.152    0.166    0.166
##     HEX_CNS_DIL       0.240    0.167    1.437    0.151    0.249    0.249
##     HEX_CNS_PER       0.030    0.207    0.146    0.884    0.022    0.022
##     HEX_CNS_PRU      -0.269    0.156   -1.716    0.086   -0.304   -0.304
##     HEX_OPN_AES      -0.183    0.106   -1.715    0.086   -0.275   -0.275
##     HEX_OPN_INQ       0.193    0.071    2.712    0.007    0.263    0.263
##     HEX_OPN_CRE       0.241    0.105    2.293    0.022    0.249    0.249
##     HEX_OPN_UNC       0.104    0.160    0.650    0.516    0.091    0.091
##     AGE              -0.016    0.019   -0.869    0.385   -0.019   -0.029
##     GEN              -0.114    0.055   -2.048    0.041   -0.131   -0.069
##     ETH               0.288    0.071    4.056    0.000    0.331    0.138
##     REL              -0.059    0.062   -0.951    0.342   -0.067   -0.033
##     COL               0.049    0.067    0.726    0.468    0.056    0.026
##     INC               0.008    0.042    0.187    0.852    0.009    0.007
##     CON               0.087    0.017    5.156    0.000    0.101    0.178
##   NFP_GEN ~                                                             
##     HEX_HOH_SIN       0.087    0.036    2.442    0.015    0.112    0.112
##     HEX_HOH_FAI       0.009    0.032    0.285    0.775    0.016    0.016
##     HEX_HOH_GRE      -0.075    0.074   -1.018    0.309   -0.058   -0.058
##     HEX_HOH_MOD      -0.121    0.081   -1.503    0.133   -0.098   -0.098
##     HEX_EMO_FEA       0.324    0.083    3.919    0.000    0.346    0.346
##     HEX_EMO_ANX      -0.206    0.067   -3.100    0.002   -0.271   -0.271
##     HEX_EMO_DEP      -0.238    0.086   -2.754    0.006   -0.242   -0.242
##     HEX_EMO_SEN       0.098    0.070    1.399    0.162    0.110    0.110
##     HEX_EXT_SSE       0.142    0.114    1.237    0.216    0.174    0.174
##     HEX_EXT_BOL       0.091    0.109    0.830    0.406    0.092    0.092
##     HEX_EXT_SOC      -0.196    0.128   -1.534    0.125   -0.217   -0.217
##     HEX_EXT_LIV      -0.317    0.152   -2.090    0.037   -0.372   -0.372
##     HEX_AGR_FOR      -0.035    0.036   -0.959    0.338   -0.050   -0.050
##     HEX_AGR_GEN      -0.016    0.100   -0.158    0.875   -0.014   -0.014
##     HEX_AGR_FLX      -0.050    0.101   -0.493    0.622   -0.043   -0.043
##     HEX_AGR_PAT       0.176    0.097    1.823    0.068    0.174    0.174
##     HEX_CNS_ORG       0.135    0.099    1.363    0.173    0.121    0.121
##     HEX_CNS_DIL       0.215    0.152    1.409    0.159    0.186    0.186
##     HEX_CNS_PER       0.504    0.193    2.606    0.009    0.307    0.307
##     HEX_CNS_PRU      -0.482    0.152   -3.173    0.002   -0.455   -0.455
##     HEX_OPN_AES       0.002    0.096    0.025    0.980    0.003    0.003
##     HEX_OPN_INQ       0.080    0.064    1.242    0.214    0.091    0.091
##     HEX_OPN_CRE       0.036    0.095    0.382    0.702    0.031    0.031
##     HEX_OPN_UNC      -0.004    0.146   -0.027    0.979   -0.003   -0.003
##     AGE               0.024    0.017    1.435    0.151    0.023    0.036
##     GEN              -0.118    0.050   -2.386    0.017   -0.114   -0.060
##     ETH               0.241    0.063    3.838    0.000    0.231    0.096
##     REL              -0.146    0.055   -2.647    0.008   -0.140   -0.068
##     COL              -0.132    0.060   -2.197    0.028   -0.126   -0.059
##     INC              -0.061    0.038   -1.617    0.106   -0.059   -0.044
##     CON               0.086    0.015    5.765    0.000    0.082    0.146
## 
## Covariances:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##  .NFP_SOC_01 ~~                                                         
##    .NFP_SOC_0 (p1)    0.343    0.035    9.865    0.000    0.343    0.224
##  .NFP_SOC_02 ~~                                                         
##    .NFP_SOC_0 (p1)    0.343    0.035    9.865    0.000    0.343    0.247
##  .NFP_GOV_01 ~~                                                         
##    .NFP_GOV_0 (p2)    0.164    0.025    6.461    0.000    0.164    0.148
##  .NFP_GOV_02 ~~                                                         
##    .NFP_GOV_0 (p2)    0.164    0.025    6.461    0.000    0.164    0.152
##  .NFP_INF_01 ~~                                                         
##    .NFP_INF_0 (p3)    0.129    0.022    5.830    0.000    0.129    0.112
##  .NFP_INF_02 ~~                                                         
##    .NFP_INF_0 (p3)    0.129    0.022    5.830    0.000    0.129    0.156
##  .NFP_ANO_01 ~~                                                         
##    .NFP_ANO_0 (p4)    0.470    0.042   11.287    0.000    0.470    0.205
##  .NFP_ANO_02 ~~                                                         
##    .NFP_ANO_0 (p4)    0.470    0.042   11.287    0.000    0.470    0.297
##   HEX_HOH_SIN ~~                                                        
##     HEX_HOH_F         1.111    0.081   13.665    0.000    0.463    0.463
##     HEX_HOH_G         0.422    0.042   10.050    0.000    0.394    0.394
##     HEX_HOH_M         0.420    0.041   10.282    0.000    0.375    0.375
##     HEX_EMO_F        -0.096    0.049   -1.950    0.051   -0.065   -0.065
##     HEX_EMO_A        -0.278    0.057   -4.869    0.000   -0.152   -0.152
##     HEX_EMO_D        -0.266    0.047   -5.646    0.000   -0.189   -0.189
##     HEX_EMO_S         0.065    0.050    1.289    0.197    0.042    0.042
##     HEX_EXT_S         0.215    0.053    4.053    0.000    0.126    0.126
##     HEX_EXT_B        -0.123    0.044   -2.797    0.005   -0.088   -0.088
##     HEX_EXT_S        -0.208    0.048   -4.317    0.000   -0.135   -0.135
##     HEX_EXT_L         0.196    0.051    3.856    0.000    0.121    0.121
##     HEX_AGR_F         0.519    0.062    8.346    0.000    0.261    0.261
##     HEX_AGR_G         0.361    0.044    8.118    0.000    0.284    0.284
##     HEX_AGR_F         0.363    0.045    8.045    0.000    0.306    0.306
##     HEX_AGR_P         0.334    0.046    7.286    0.000    0.244    0.244
##     HEX_CNS_O         0.274    0.041    6.653    0.000    0.221    0.221
##     HEX_CNS_D         0.258    0.040    6.454    0.000    0.214    0.214
##     HEX_CNS_P         0.200    0.031    6.467    0.000    0.237    0.237
##     HEX_CNS_P         0.431    0.046    9.341    0.000    0.328    0.328
##     HEX_OPN_A         0.252    0.058    4.365    0.000    0.145    0.145
##     HEX_OPN_I         0.105    0.051    2.066    0.039    0.067    0.067
##     HEX_OPN_C         0.124    0.038    3.280    0.001    0.104    0.104
##     HEX_OPN_U         0.066    0.036    1.847    0.065    0.065    0.065
##   HEX_HOH_FAI ~~                                                        
##     HEX_HOH_G         0.390    0.049    7.977    0.000    0.270    0.270
##     HEX_HOH_M         0.338    0.049    6.908    0.000    0.223    0.223
##     HEX_EMO_F         0.173    0.065    2.669    0.008    0.086    0.086
##     HEX_EMO_A        -0.427    0.075   -5.696    0.000   -0.173   -0.173
##     HEX_EMO_D         0.100    0.060    1.661    0.097    0.052    0.052
##     HEX_EMO_S         0.546    0.069    7.884    0.000    0.259    0.259
##     HEX_EXT_S         0.836    0.074   11.259    0.000    0.363    0.363
##     HEX_EXT_B         0.292    0.059    4.969    0.000    0.153    0.153
##     HEX_EXT_S         0.279    0.063    4.436    0.000    0.134    0.134
##     HEX_EXT_L         0.856    0.073   11.665    0.000    0.389    0.389
##     HEX_AGR_F         0.800    0.082    9.769    0.000    0.298    0.298
##     HEX_AGR_G         0.477    0.058    8.236    0.000    0.277    0.277
##     HEX_AGR_F         0.590    0.062    9.565    0.000    0.369    0.369
##     HEX_AGR_P         0.528    0.061    8.682    0.000    0.286    0.286
##     HEX_CNS_O         0.632    0.059   10.644    0.000    0.377    0.377
##     HEX_CNS_D         0.752    0.059   12.728    0.000    0.462    0.462
##     HEX_CNS_P         0.443    0.045    9.798    0.000    0.387    0.387
##     HEX_CNS_P         0.705    0.062   11.373    0.000    0.397    0.397
##     HEX_OPN_A         0.351    0.076    4.646    0.000    0.149    0.149
##     HEX_OPN_I         0.323    0.068    4.763    0.000    0.151    0.151
##     HEX_OPN_C         0.190    0.050    3.815    0.000    0.117    0.117
##     HEX_OPN_U        -0.115    0.047   -2.428    0.015   -0.084   -0.084
##   HEX_HOH_GRE ~~                                                        
##     HEX_HOH_M         0.415    0.036   11.618    0.000    0.615    0.615
##     HEX_EMO_F        -0.061    0.030   -2.053    0.040   -0.069   -0.069
##     HEX_EMO_A        -0.021    0.034   -0.613    0.540   -0.019   -0.019
##     HEX_EMO_D        -0.121    0.029   -4.250    0.000   -0.143   -0.143
##     HEX_EMO_S        -0.022    0.030   -0.726    0.468   -0.023   -0.023
##     HEX_EXT_S        -0.033    0.032   -1.052    0.293   -0.032   -0.032
##     HEX_EXT_B        -0.166    0.029   -5.829    0.000   -0.197   -0.197
##     HEX_EXT_S        -0.259    0.033   -7.824    0.000   -0.280   -0.280
##     HEX_EXT_L        -0.091    0.031   -2.952    0.003   -0.092   -0.092
##     HEX_AGR_F         0.081    0.036    2.241    0.025    0.067    0.067
##     HEX_AGR_G         0.089    0.025    3.540    0.000    0.116    0.116
##     HEX_AGR_F         0.117    0.026    4.565    0.000    0.164    0.164
##     HEX_AGR_P         0.141    0.028    5.093    0.000    0.171    0.171
##     HEX_CNS_O         0.012    0.023    0.533    0.594    0.017    0.017
##     HEX_CNS_D        -0.026    0.023   -1.139    0.255   -0.036   -0.036
##     HEX_CNS_P         0.014    0.017    0.804    0.421    0.027    0.027
##     HEX_CNS_P         0.081    0.026    3.095    0.002    0.102    0.102
##     HEX_OPN_A         0.029    0.034    0.840    0.401    0.027    0.027
##     HEX_OPN_I         0.022    0.031    0.733    0.464    0.023    0.023
##     HEX_OPN_C        -0.036    0.022   -1.596    0.110   -0.050   -0.050
##     HEX_OPN_U        -0.001    0.021   -0.063    0.950   -0.002   -0.002
##   HEX_HOH_MOD ~~                                                        
##     HEX_EMO_F         0.126    0.033    3.854    0.000    0.135    0.135
##     HEX_EMO_A         0.210    0.038    5.543    0.000    0.182    0.182
##     HEX_EMO_D        -0.076    0.030   -2.539    0.011   -0.086   -0.086
##     HEX_EMO_S         0.178    0.034    5.255    0.000    0.181    0.181
##     HEX_EXT_S        -0.195    0.035   -5.513    0.000   -0.181   -0.181
##     HEX_EXT_B        -0.337    0.034   -9.893    0.000   -0.380   -0.380
##     HEX_EXT_S        -0.340    0.036   -9.527    0.000   -0.350   -0.350
##     HEX_EXT_L        -0.183    0.034   -5.396    0.000   -0.178   -0.178
##     HEX_AGR_F        -0.005    0.039   -0.135    0.892   -0.004   -0.004
##     HEX_AGR_G         0.143    0.028    5.154    0.000    0.178    0.178
##     HEX_AGR_F         0.131    0.027    4.780    0.000    0.175    0.175
##     HEX_AGR_P         0.096    0.029    3.323    0.001    0.111    0.111
##     HEX_CNS_O         0.046    0.025    1.812    0.070    0.059    0.059
##     HEX_CNS_D        -0.018    0.025   -0.713    0.476   -0.023   -0.023
##     HEX_CNS_P         0.051    0.019    2.704    0.007    0.096    0.096
##     HEX_CNS_P         0.171    0.029    5.878    0.000    0.206    0.206
##     HEX_OPN_A         0.102    0.037    2.734    0.006    0.093    0.093
##     HEX_OPN_I        -0.005    0.033   -0.153    0.878   -0.005   -0.005
##     HEX_OPN_C        -0.030    0.024   -1.226    0.220   -0.039   -0.039
##     HEX_OPN_U         0.022    0.023    0.962    0.336    0.035    0.035
##   HEX_EMO_FEA ~~                                                        
##     HEX_EMO_A         1.008    0.066   15.197    0.000    0.663    0.663
##     HEX_EMO_D         0.531    0.049   10.944    0.000    0.451    0.451
##     HEX_EMO_S         0.635    0.054   11.688    0.000    0.489    0.489
##     HEX_EXT_S        -0.353    0.050   -7.088    0.000   -0.248   -0.248
##     HEX_EXT_B        -0.418    0.045   -9.301    0.000   -0.357   -0.357
##     HEX_EXT_S        -0.206    0.044   -4.686    0.000   -0.160   -0.160
##     HEX_EXT_L        -0.372    0.048   -7.670    0.000   -0.274   -0.274
##     HEX_AGR_F        -0.364    0.056   -6.538    0.000   -0.220   -0.220
##     HEX_AGR_G        -0.110    0.037   -2.945    0.003   -0.103   -0.103
##     HEX_AGR_F        -0.171    0.038   -4.532    0.000   -0.173   -0.173
##     HEX_AGR_P        -0.264    0.041   -6.398    0.000   -0.232   -0.232
##     HEX_CNS_O        -0.052    0.035   -1.484    0.138   -0.050   -0.050
##     HEX_CNS_D        -0.160    0.035   -4.514    0.000   -0.159   -0.159
##     HEX_CNS_P         0.069    0.026    2.618    0.009    0.097    0.097
##     HEX_CNS_P        -0.055    0.039   -1.437    0.151   -0.051   -0.051
##     HEX_OPN_A        -0.080    0.052   -1.561    0.119   -0.055   -0.055
##     HEX_OPN_I        -0.446    0.050   -8.847    0.000   -0.338   -0.338
##     HEX_OPN_C        -0.097    0.034   -2.840    0.005   -0.097   -0.097
##     HEX_OPN_U        -0.170    0.034   -4.995    0.000   -0.200   -0.200
##   HEX_EMO_ANX ~~                                                        
##     HEX_EMO_D         0.505    0.052    9.777    0.000    0.349    0.349
##     HEX_EMO_S         0.594    0.057   10.387    0.000    0.371    0.371
##     HEX_EXT_S        -0.991    0.064  -15.394    0.000   -0.566   -0.566
##     HEX_EXT_B        -0.644    0.054  -11.951    0.000   -0.447   -0.447
##     HEX_EXT_S        -0.550    0.054  -10.164    0.000   -0.348   -0.348
##     HEX_EXT_L        -0.999    0.065  -15.346    0.000   -0.598   -0.598
##     HEX_AGR_F        -0.862    0.068  -12.724    0.000   -0.422   -0.422
##     HEX_AGR_G        -0.389    0.046   -8.457    0.000   -0.298   -0.298
##     HEX_AGR_F        -0.433    0.048   -9.039    0.000   -0.356   -0.356
##     HEX_AGR_P        -0.569    0.051  -11.216    0.000   -0.405   -0.405
##     HEX_CNS_O        -0.293    0.043   -6.883    0.000   -0.230   -0.230
##     HEX_CNS_D        -0.298    0.041   -7.179    0.000   -0.241   -0.241
##     HEX_CNS_P         0.079    0.030    2.659    0.008    0.091    0.091
##     HEX_CNS_P        -0.274    0.045   -6.054    0.000   -0.203   -0.203
##     HEX_OPN_A        -0.069    0.059   -1.172    0.241   -0.038   -0.038
##     HEX_OPN_I        -0.341    0.054   -6.288    0.000   -0.210   -0.210
##     HEX_OPN_C        -0.093    0.039   -2.398    0.016   -0.076   -0.076
##     HEX_OPN_U        -0.007    0.037   -0.199    0.843   -0.007   -0.007
##   HEX_EMO_DEP ~~                                                        
##     HEX_EMO_S         0.717    0.054   13.315    0.000    0.579    0.579
##     HEX_EXT_S         0.117    0.044    2.647    0.008    0.087    0.087
##     HEX_EXT_B         0.197    0.038    5.184    0.000    0.176    0.176
##     HEX_EXT_S         0.556    0.048   11.596    0.000    0.454    0.454
##     HEX_EXT_L         0.123    0.043    2.883    0.004    0.095    0.095
##     HEX_AGR_F         0.069    0.050    1.392    0.164    0.044    0.044
##     HEX_AGR_G        -0.048    0.034   -1.403    0.161   -0.047   -0.047
##     HEX_AGR_F        -0.038    0.034   -1.125    0.261   -0.040   -0.040
##     HEX_AGR_P        -0.174    0.037   -4.643    0.000   -0.160   -0.160
##     HEX_CNS_O        -0.046    0.033   -1.404    0.160   -0.046   -0.046
##     HEX_CNS_D         0.047    0.032    1.450    0.147    0.049    0.049
##     HEX_CNS_P         0.025    0.024    1.020    0.308    0.036    0.036
##     HEX_CNS_P        -0.190    0.037   -5.173    0.000   -0.182   -0.182
##     HEX_OPN_A         0.007    0.048    0.143    0.886    0.005    0.005
##     HEX_OPN_I        -0.138    0.043   -3.195    0.001   -0.110   -0.110
##     HEX_OPN_C         0.050    0.031    1.599    0.110    0.053    0.053
##     HEX_OPN_U        -0.024    0.030   -0.816    0.414   -0.030   -0.030
##   HEX_EMO_SEN ~~                                                        
##     HEX_EXT_S         0.124    0.049    2.551    0.011    0.083    0.083
##     HEX_EXT_B         0.110    0.041    2.703    0.007    0.089    0.089
##     HEX_EXT_S         0.387    0.047    8.176    0.000    0.286    0.286
##     HEX_EXT_L         0.201    0.047    4.267    0.000    0.141    0.141
##     HEX_AGR_F         0.288    0.056    5.148    0.000    0.165    0.165
##     HEX_AGR_G         0.300    0.041    7.374    0.000    0.269    0.269
##     HEX_AGR_F         0.126    0.038    3.335    0.001    0.121    0.121
##     HEX_AGR_P         0.010    0.040    0.237    0.813    0.008    0.008
##     HEX_CNS_O         0.083    0.036    2.316    0.021    0.077    0.077
##     HEX_CNS_D         0.236    0.037    6.363    0.000    0.223    0.223
##     HEX_CNS_P         0.257    0.031    8.355    0.000    0.346    0.346
##     HEX_CNS_P         0.054    0.039    1.376    0.169    0.047    0.047
##     HEX_OPN_A         0.414    0.055    7.497    0.000    0.271    0.271
##     HEX_OPN_I         0.069    0.047    1.462    0.144    0.050    0.050
##     HEX_OPN_C         0.273    0.038    7.259    0.000    0.260    0.260
##     HEX_OPN_U         0.124    0.034    3.672    0.000    0.139    0.139
##   HEX_EXT_SSE ~~                                                        
##     HEX_EXT_B         0.762    0.055   13.918    0.000    0.564    0.564
##     HEX_EXT_S         0.717    0.055   13.063    0.000    0.485    0.485
##     HEX_EXT_L         1.379    0.073   18.971    0.000    0.882    0.882
##     HEX_AGR_F         0.665    0.061   10.818    0.000    0.348    0.348
##     HEX_AGR_G         0.345    0.043    8.075    0.000    0.282    0.282
##     HEX_AGR_F         0.394    0.044    8.860    0.000    0.346    0.346
##     HEX_AGR_P         0.459    0.046    9.965    0.000    0.350    0.350
##     HEX_CNS_O         0.598    0.048   12.520    0.000    0.502    0.502
##     HEX_CNS_D         0.727    0.048   15.070    0.000    0.630    0.630
##     HEX_CNS_P         0.214    0.030    7.056    0.000    0.262    0.262
##     HEX_CNS_P         0.569    0.047   12.141    0.000    0.451    0.451
##     HEX_OPN_A         0.173    0.055    3.133    0.002    0.103    0.103
##     HEX_OPN_I         0.293    0.050    5.812    0.000    0.193    0.193
##     HEX_OPN_C         0.193    0.037    5.167    0.000    0.168    0.168
##     HEX_OPN_U        -0.002    0.034   -0.061    0.951   -0.002   -0.002
##   HEX_EXT_BOL ~~                                                        
##     HEX_EXT_S         0.929    0.061   15.129    0.000    0.763    0.763
##     HEX_EXT_L         0.776    0.056   13.976    0.000    0.603    0.603
##     HEX_AGR_F         0.431    0.051    8.387    0.000    0.274    0.274
##     HEX_AGR_G         0.140    0.034    4.175    0.000    0.139    0.139
##     HEX_AGR_F         0.171    0.034    5.040    0.000    0.182    0.182
##     HEX_AGR_P         0.157    0.036    4.386    0.000    0.145    0.145
##     HEX_CNS_O         0.213    0.033    6.383    0.000    0.217    0.217
##     HEX_CNS_D         0.429    0.038   11.306    0.000    0.451    0.451
##     HEX_CNS_P         0.055    0.023    2.345    0.019    0.081    0.081
##     HEX_CNS_P         0.113    0.035    3.268    0.001    0.109    0.109
##     HEX_OPN_A         0.299    0.048    6.255    0.000    0.216    0.216
##     HEX_OPN_I         0.365    0.045    8.186    0.000    0.292    0.292
##     HEX_OPN_C         0.311    0.035    8.844    0.000    0.329    0.329
##     HEX_OPN_U         0.154    0.030    5.093    0.000    0.192    0.192
##   HEX_EXT_SOC ~~                                                        
##     HEX_EXT_L         0.892    0.060   14.856    0.000    0.632    0.632
##     HEX_AGR_F         0.724    0.060   12.137    0.000    0.420    0.420
##     HEX_AGR_G         0.376    0.041    9.198    0.000    0.340    0.340
##     HEX_AGR_F         0.346    0.041    8.499    0.000    0.337    0.337
##     HEX_AGR_P         0.260    0.040    6.528    0.000    0.219    0.219
##     HEX_CNS_O         0.135    0.034    3.926    0.000    0.126    0.126
##     HEX_CNS_D         0.335    0.037    9.024    0.000    0.321    0.321
##     HEX_CNS_P         0.027    0.025    1.096    0.273    0.037    0.037
##     HEX_CNS_P        -0.076    0.037   -2.043    0.041   -0.067   -0.067
##     HEX_OPN_A         0.216    0.050    4.296    0.000    0.143    0.143
##     HEX_OPN_I         0.214    0.045    4.724    0.000    0.156    0.156
##     HEX_OPN_C         0.232    0.035    6.647    0.000    0.224    0.224
##     HEX_OPN_U         0.074    0.031    2.371    0.018    0.085    0.085
##   HEX_EXT_LIV ~~                                                        
##     HEX_AGR_F         0.774    0.062   12.453    0.000    0.425    0.425
##     HEX_AGR_G         0.450    0.044   10.169    0.000    0.385    0.385
##     HEX_AGR_F         0.467    0.046   10.151    0.000    0.430    0.430
##     HEX_AGR_P         0.503    0.046   10.907    0.000    0.401    0.401
##     HEX_CNS_O         0.542    0.046   11.830    0.000    0.476    0.476
##     HEX_CNS_D         0.668    0.047   14.225    0.000    0.606    0.606
##     HEX_CNS_P         0.164    0.028    5.821    0.000    0.212    0.212
##     HEX_CNS_P         0.405    0.043    9.405    0.000    0.336    0.336
##     HEX_OPN_A         0.178    0.053    3.363    0.001    0.112    0.112
##     HEX_OPN_I         0.266    0.048    5.511    0.000    0.184    0.184
##     HEX_OPN_C         0.193    0.036    5.370    0.000    0.176    0.176
##     HEX_OPN_U        -0.011    0.033   -0.321    0.748   -0.011   -0.011
##   HEX_AGR_FOR ~~                                                        
##     HEX_AGR_G         0.900    0.062   14.561    0.000    0.631    0.631
##     HEX_AGR_F         0.699    0.058   12.023    0.000    0.527    0.527
##     HEX_AGR_P         0.858    0.059   14.655    0.000    0.562    0.562
##     HEX_CNS_O         0.127    0.043    2.977    0.003    0.092    0.092
##     HEX_CNS_D         0.240    0.043    5.591    0.000    0.178    0.178
##     HEX_CNS_P         0.035    0.031    1.132    0.258    0.037    0.037
##     HEX_CNS_P         0.147    0.047    3.148    0.002    0.100    0.100
##     HEX_OPN_A         0.304    0.063    4.826    0.000    0.156    0.156
##     HEX_OPN_I         0.301    0.057    5.315    0.000    0.170    0.170
##     HEX_OPN_C         0.191    0.042    4.584    0.000    0.143    0.143
##     HEX_OPN_U         0.077    0.039    1.970    0.049    0.068    0.068
##   HEX_AGR_GEN ~~                                                        
##     HEX_AGR_F         0.608    0.050   12.206    0.000    0.716    0.716
##     HEX_AGR_P         0.634    0.047   13.475    0.000    0.647    0.647
##     HEX_CNS_O         0.116    0.030    3.912    0.000    0.131    0.131
##     HEX_CNS_D         0.197    0.031    6.452    0.000    0.228    0.228
##     HEX_CNS_P         0.083    0.022    3.773    0.000    0.137    0.137
##     HEX_CNS_P         0.150    0.033    4.586    0.000    0.159    0.159
##     HEX_OPN_A         0.272    0.045    6.101    0.000    0.218    0.218
##     HEX_OPN_I         0.226    0.040    5.694    0.000    0.200    0.200
##     HEX_OPN_C         0.149    0.029    5.077    0.000    0.173    0.173
##     HEX_OPN_U         0.127    0.028    4.529    0.000    0.174    0.174
##   HEX_AGR_FLX ~~                                                        
##     HEX_AGR_P         0.629    0.050   12.705    0.000    0.690    0.690
##     HEX_CNS_O         0.264    0.033    7.908    0.000    0.319    0.319
##     HEX_CNS_D         0.247    0.032    7.744    0.000    0.308    0.308
##     HEX_CNS_P         0.103    0.022    4.615    0.000    0.183    0.183
##     HEX_CNS_P         0.297    0.036    8.291    0.000    0.340    0.340
##     HEX_OPN_A         0.305    0.045    6.736    0.000    0.263    0.263
##     HEX_OPN_I         0.214    0.039    5.409    0.000    0.202    0.202
##     HEX_OPN_C         0.160    0.029    5.433    0.000    0.201    0.201
##     HEX_OPN_U         0.111    0.027    4.030    0.000    0.164    0.164
##   HEX_AGR_PAT ~~                                                        
##     HEX_CNS_O         0.173    0.032    5.347    0.000    0.181    0.181
##     HEX_CNS_D         0.214    0.032    6.620    0.000    0.231    0.231
##     HEX_CNS_P         0.109    0.024    4.547    0.000    0.166    0.166
##     HEX_CNS_P         0.409    0.039   10.546    0.000    0.404    0.404
##     HEX_OPN_A         0.273    0.047    5.824    0.000    0.204    0.204
##     HEX_OPN_I         0.268    0.042    6.325    0.000    0.221    0.221
##     HEX_OPN_C         0.147    0.031    4.764    0.000    0.160    0.160
##     HEX_OPN_U         0.115    0.029    3.897    0.000    0.147    0.147
##   HEX_CNS_ORG ~~                                                        
##     HEX_CNS_D         0.560    0.041   13.546    0.000    0.666    0.666
##     HEX_CNS_P         0.344    0.031   11.104    0.000    0.581    0.581
##     HEX_CNS_P         0.677    0.047   14.371    0.000    0.737    0.737
##     HEX_OPN_A         0.119    0.041    2.909    0.004    0.098    0.098
##     HEX_OPN_I         0.141    0.037    3.828    0.000    0.128    0.128
##     HEX_OPN_C         0.023    0.027    0.880    0.379    0.028    0.028
##     HEX_OPN_U        -0.059    0.026   -2.301    0.021   -0.083   -0.083
##   HEX_CNS_DIL ~~                                                        
##     HEX_CNS_P         0.414    0.033   12.575    0.000    0.721    0.721
##     HEX_CNS_P         0.601    0.041   14.642    0.000    0.676    0.676
##     HEX_OPN_A         0.289    0.042    6.890    0.000    0.245    0.245
##     HEX_OPN_I         0.345    0.039    8.803    0.000    0.322    0.322
##     HEX_OPN_C         0.207    0.029    7.190    0.000    0.255    0.255
##     HEX_OPN_U         0.093    0.026    3.608    0.000    0.135    0.135
##   HEX_CNS_PER ~~                                                        
##     HEX_CNS_P         0.398    0.033   12.062    0.000    0.635    0.635
##     HEX_OPN_A         0.256    0.034    7.648    0.000    0.308    0.308
##     HEX_OPN_I         0.206    0.030    6.971    0.000    0.273    0.273
##     HEX_OPN_C         0.167    0.023    7.333    0.000    0.292    0.292
##     HEX_OPN_U         0.115    0.021    5.575    0.000    0.237    0.237
##   HEX_CNS_PRU ~~                                                        
##     HEX_OPN_A         0.220    0.045    4.851    0.000    0.171    0.171
##     HEX_OPN_I         0.262    0.041    6.344    0.000    0.224    0.224
##     HEX_OPN_C         0.056    0.029    1.923    0.054    0.064    0.064
##     HEX_OPN_U         0.019    0.028    0.677    0.498    0.025    0.025
##   HEX_OPN_AES ~~                                                        
##     HEX_OPN_I         1.039    0.068   15.246    0.000    0.669    0.669
##     HEX_OPN_C         0.919    0.062   14.758    0.000    0.783    0.783
##     HEX_OPN_U         0.759    0.058   13.077    0.000    0.762    0.762
##   HEX_OPN_INQ ~~                                                        
##     HEX_OPN_C         0.514    0.045   11.437    0.000    0.483    0.483
##     HEX_OPN_U         0.596    0.049   12.098    0.000    0.660    0.660
##   HEX_OPN_CRE ~~                                                        
##     HEX_OPN_U         0.456    0.040   11.404    0.000    0.667    0.667
##  .NFP_INF ~~                                                            
##    .NFP_PSY           0.168    0.026    6.499    0.000    0.620    0.620
##    .NFP_PHY           0.260    0.030    8.576    0.000    0.504    0.504
##    .NFP_SOC           0.067    0.026    2.569    0.010    0.220    0.220
##    .NFP_GOV           0.597    0.043   13.826    0.000    0.759    0.759
##    .NFP_COM           0.441    0.035   12.491    0.000    0.933    0.933
##    .NFP_ANO           0.446    0.041   10.821    0.000    0.966    0.966
##    .NFP_GEN           0.568    0.040   14.329    0.000    0.893    0.893
##  .NFP_PSY ~~                                                            
##    .NFP_PHY           0.148    0.027    5.490    0.000    0.566    0.566
##    .NFP_SOC           0.110    0.025    4.438    0.000    0.717    0.717
##    .NFP_GOV           0.106    0.032    3.320    0.001    0.266    0.266
##    .NFP_COM           0.070    0.021    3.340    0.001    0.291    0.291
##    .NFP_ANO           0.124    0.030    4.082    0.000    0.530    0.530
##    .NFP_GEN           0.146    0.029    5.116    0.000    0.453    0.453
##  .NFP_PHY ~~                                                            
##    .NFP_SOC           0.034    0.032    1.058    0.290    0.115    0.115
##    .NFP_GOV           0.260    0.039    6.700    0.000    0.342    0.342
##    .NFP_COM           0.161    0.025    6.444    0.000    0.353    0.353
##    .NFP_ANO           0.168    0.036    4.648    0.000    0.376    0.376
##    .NFP_GEN           0.226    0.033    6.808    0.000    0.369    0.369
##  .NFP_SOC ~~                                                            
##    .NFP_GOV           0.031    0.035    0.901    0.367    0.070    0.070
##    .NFP_COM           0.062    0.022    2.839    0.005    0.231    0.231
##    .NFP_ANO           0.084    0.033    2.579    0.010    0.321    0.321
##    .NFP_GEN           0.080    0.030    2.654    0.008    0.221    0.221
##  .NFP_GOV ~~                                                            
##    .NFP_COM           0.616    0.046   13.322    0.000    0.886    0.886
##    .NFP_ANO           0.626    0.055   11.442    0.000    0.920    0.920
##    .NFP_GEN           0.652    0.046   14.061    0.000    0.696    0.696
##  .NFP_COM ~~                                                            
##    .NFP_ANO           0.434    0.041   10.581    0.000    1.063    1.063
##    .NFP_GEN           0.468    0.037   12.531    0.000    0.833    0.833
##  .NFP_ANO ~~                                                            
##    .NFP_GEN           0.471    0.045   10.549    0.000    0.857    0.857
## 
## Variances:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##    .HEX_HOH_SIN_01    1.120    0.059   19.047    0.000    1.120    0.387
##    .HEX_HOH_SIN_02    1.932    0.080   24.193    0.000    1.932    0.592
##    .HEX_HOH_SIN_03    0.870    0.052   16.871    0.000    0.870    0.333
##    .HEX_HOH_SIN_04    2.170    0.086   25.282    0.000    2.170    0.671
##    .HEX_HOH_FAI_01    1.156    0.065   17.869    0.000    1.156    0.263
##    .HEX_HOH_FAI_02    1.308    0.055   23.706    0.000    1.308    0.456
##    .HEX_HOH_FAI_03    1.505    0.062   24.330    0.000    1.505    0.495
##    .HEX_HOH_FAI_04    1.073    0.055   19.334    0.000    1.073    0.296
##    .HEX_HOH_GRE_01    2.510    0.094   26.605    0.000    2.510    0.796
##    .HEX_HOH_GRE_02    1.629    0.074   22.154    0.000    1.629    0.471
##    .HEX_HOH_GRE_03    1.139    0.062   18.414    0.000    1.139    0.354
##    .HEX_HOH_GRE_04    1.184    0.064   18.432    0.000    1.184    0.354
##    .HEX_HOH_MOD_01    1.277    0.052   24.453    0.000    1.277    0.643
##    .HEX_HOH_MOD_02    1.787    0.069   25.897    0.000    1.787    0.756
##    .HEX_HOH_MOD_03    1.096    0.051   21.556    0.000    1.096    0.499
##    .HEX_HOH_MOD_04    0.967    0.055   17.621    0.000    0.967    0.381
##    .HEX_EMO_FEA_01    1.680    0.075   22.353    0.000    1.680    0.576
##    .HEX_EMO_FEA_02    2.090    0.083   25.303    0.000    2.090    0.740
##    .HEX_EMO_FEA_03    1.731    0.078   22.290    0.000    1.731    0.574
##    .HEX_EMO_FEA_04    1.925    0.081   23.727    0.000    1.925    0.641
##    .HEX_EMO_ANX_01    1.096    0.054   20.350    0.000    1.096    0.369
##    .HEX_EMO_ANX_02    1.284    0.060   21.317    0.000    1.284    0.401
##    .HEX_EMO_ANX_03    2.296    0.090   25.414    0.000    2.296    0.635
##    .HEX_EMO_ANX_04    1.311    0.054   24.484    0.000    1.311    0.559
##    .HEX_EMO_DEP_01    1.509    0.064   23.721    0.000    1.509    0.574
##    .HEX_EMO_DEP_02    1.716    0.067   25.725    0.000    1.716    0.717
##    .HEX_EMO_DEP_03    1.217    0.055   22.001    0.000    1.217    0.494
##    .HEX_EMO_DEP_04    1.667    0.070   23.895    0.000    1.667    0.584
##    .HEX_EMO_SEN_01    1.573    0.071   22.054    0.000    1.573    0.535
##    .HEX_EMO_SEN_02    0.962    0.046   20.846    0.000    0.962    0.489
##    .HEX_EMO_SEN_03    1.220    0.052   23.650    0.000    1.220    0.611
##    .HEX_EMO_SEN_04    1.912    0.077   24.950    0.000    1.912    0.692
##    .HEX_EXT_SSE_01    0.957    0.045   21.124    0.000    0.957    0.369
##    .HEX_EXT_SSE_02    0.961    0.036   26.386    0.000    0.961    0.716
##    .HEX_EXT_SSE_03    1.681    0.068   24.862    0.000    1.681    0.558
##    .HEX_EXT_SSE_04    1.423    0.067   21.311    0.000    1.423    0.375
##    .HEX_EXT_BOL_01    1.949    0.077   25.302    0.000    1.949    0.637
##    .HEX_EXT_BOL_02    1.092    0.054   20.254    0.000    1.092    0.380
##    .HEX_EXT_BOL_03    1.153    0.056   20.530    0.000    1.153    0.388
##    .HEX_EXT_BOL_04    2.387    0.091   26.129    0.000    2.387    0.720
##    .HEX_EXT_SOC_01    1.958    0.075   26.149    0.000    1.958    0.595
##    .HEX_EXT_SOC_02    1.093    0.046   23.615    0.000    1.093    0.394
##    .HEX_EXT_SOC_03    1.304    0.054   24.076    0.000    1.304    0.418
##    .HEX_EXT_SOC_04    1.322    0.053   24.960    0.000    1.322    0.476
##    .HEX_EXT_LIV_01    1.549    0.063   24.532    0.000    1.549    0.509
##    .HEX_EXT_LIV_02    0.803    0.041   19.532    0.000    0.803    0.311
##    .HEX_EXT_LIV_03    1.802    0.069   26.304    0.000    1.802    0.683
##    .HEX_EXT_LIV_04    1.559    0.062   24.998    0.000    1.559    0.545
##    .HEX_AGR_FOR_01    0.776    0.046   16.776    0.000    0.776    0.259
##    .HEX_AGR_FOR_02    0.841    0.045   18.722    0.000    0.841    0.300
##    .HEX_AGR_FOR_03    1.146    0.042   27.180    0.000    1.146    0.842
##    .HEX_AGR_FOR_04    1.224    0.054   22.780    0.000    1.224    0.427
##    .HEX_AGR_GEN_01    1.921    0.077   25.073    0.000    1.921    0.678
##    .HEX_AGR_GEN_02    0.919    0.043   21.515    0.000    0.919    0.486
##    .HEX_AGR_GEN_03    1.098    0.051   21.731    0.000    1.098    0.495
##    .HEX_AGR_GEN_04    1.252    0.053   23.718    0.000    1.252    0.588
##    .HEX_AGR_FLX_01    2.413    0.095   25.493    0.000    2.413    0.753
##    .HEX_AGR_FLX_02    1.436    0.057   25.362    0.000    1.436    0.744
##    .HEX_AGR_FLX_03    1.390    0.062   22.276    0.000    1.390    0.577
##    .HEX_AGR_FLX_04    1.356    0.061   22.413    0.000    1.356    0.582
##    .HEX_AGR_PAT_01    1.265    0.056   22.732    0.000    1.265    0.546
##    .HEX_AGR_PAT_02    1.691    0.070   24.310    0.000    1.691    0.633
##    .HEX_AGR_PAT_03    1.144    0.052   21.874    0.000    1.144    0.509
##    .HEX_AGR_PAT_04    1.511    0.068   22.228    0.000    1.511    0.524
##    .HEX_CNS_ORG_01    1.903    0.075   25.471    0.000    1.903    0.687
##    .HEX_CNS_ORG_02    1.047    0.044   24.038    0.000    1.047    0.581
##    .HEX_CNS_ORG_03    1.474    0.066   22.271    0.000    1.474    0.490
##    .HEX_CNS_ORG_04    1.041    0.057   18.241    0.000    1.041    0.360
##    .HEX_CNS_DIL_01    1.172    0.048   24.477    0.000    1.172    0.590
##    .HEX_CNS_DIL_02    0.892    0.039   23.032    0.000    0.892    0.507
##    .HEX_CNS_DIL_03    1.273    0.055   23.215    0.000    1.273    0.516
##    .HEX_CNS_DIL_04    1.469    0.060   24.342    0.000    1.469    0.581
##    .HEX_CNS_PER_01    1.342    0.052   25.676    0.000    1.342    0.769
##    .HEX_CNS_PER_02    0.775    0.038   20.568    0.000    0.775    0.519
##    .HEX_CNS_PER_03    0.715    0.032   22.297    0.000    0.715    0.579
##    .HEX_CNS_PER_04    2.701    0.102   26.607    0.000    2.701    0.851
##    .HEX_CNS_PRU_01    1.103    0.048   22.897    0.000    1.103    0.532
##    .HEX_CNS_PRU_02    0.935    0.043   21.710    0.000    0.935    0.483
##    .HEX_CNS_PRU_03    1.460    0.057   25.726    0.000    1.460    0.717
##    .HEX_CNS_PRU_04    1.394    0.056   25.011    0.000    1.394    0.657
##    .HEX_OPN_AES_01    1.393    0.069   20.077    0.000    1.393    0.449
##    .HEX_OPN_AES_02    2.491    0.104   23.875    0.000    2.491    0.600
##    .HEX_OPN_AES_03    2.243    0.092   24.295    0.000    2.243    0.625
##    .HEX_OPN_AES_04    1.807    0.068   26.656    0.000    1.807    0.827
##    .HEX_OPN_INQ_01    1.465    0.069   21.095    0.000    1.465    0.510
##    .HEX_OPN_INQ_02    1.557    0.069   22.704    0.000    1.557    0.576
##    .HEX_OPN_INQ_03    1.797    0.080   22.392    0.000    1.797    0.562
##    .HEX_OPN_INQ_04    2.165    0.091   23.920    0.000    2.165    0.638
##    .HEX_OPN_CRE_01    1.996    0.078   25.738    0.000    1.996    0.713
##    .HEX_OPN_CRE_02    1.263    0.062   20.222    0.000    1.263    0.416
##    .HEX_OPN_CRE_03    1.345    0.056   23.918    0.000    1.345    0.575
##    .HEX_OPN_CRE_04    1.434    0.074   19.489    0.000    1.434    0.394
##    .HEX_OPN_UNC_01    1.936    0.076   25.397    0.000    1.936    0.770
##    .HEX_OPN_UNC_02    1.272    0.051   24.761    0.000    1.272    0.729
##    .HEX_OPN_UNC_03    2.428    0.092   26.409    0.000    2.428    0.847
##    .HEX_OPN_UNC_04    1.698    0.085   20.036    0.000    1.698    0.544
##    .NFP_INF_01        1.229    0.048   25.684    0.000    1.229    0.616
##    .NFP_INF_02        0.858    0.035   24.717    0.000    0.858    0.570
##    .NFP_INF_03        0.793    0.033   23.895    0.000    0.793    0.527
##    .NFP_INF_04        1.086    0.043   25.149    0.000    1.086    0.580
##    .NFP_PSY_01        1.344    0.054   24.948    0.000    1.344    0.619
##    .NFP_PSY_02        1.487    0.060   24.826    0.000    1.487    0.610
##    .NFP_PSY_03        1.001    0.054   18.525    0.000    1.001    0.358
##    .NFP_PSY_04        1.816    0.069   26.245    0.000    1.816    0.742
##    .NFP_PHY_01        0.792    0.042   18.974    0.000    0.792    0.367
##    .NFP_PHY_02        1.528    0.062   24.798    0.000    1.528    0.619
##    .NFP_PHY_03        1.809    0.076   23.945    0.000    1.809    0.561
##    .NFP_PHY_04        1.081    0.045   24.252    0.000    1.081    0.581
##    .NFP_SOC_01        1.499    0.058   25.671    0.000    1.499    0.488
##    .NFP_SOC_02        1.582    0.061   25.967    0.000    1.582    0.581
##    .NFP_SOC_03        1.567    0.063   24.943    0.000    1.567    0.458
##    .NFP_SOC_04        1.222    0.045   27.302    0.000    1.222    0.696
##    .NFP_GOV_01        0.928    0.042   22.129    0.000    0.928    0.382
##    .NFP_GOV_02        0.979    0.044   22.418    0.000    0.979    0.394
##    .NFP_GOV_03        1.323    0.056   23.730    0.000    1.323    0.456
##    .NFP_GOV_04        1.185    0.050   23.837    0.000    1.185    0.464
##    .NFP_COM_01        1.878    0.070   26.959    0.000    1.878    0.783
##    .NFP_COM_02        1.701    0.064   26.742    0.000    1.701    0.746
##    .NFP_COM_03        1.046    0.044   23.676    0.000    1.046    0.469
##    .NFP_COM_04        0.711    0.035   20.519    0.000    0.711    0.358
##    .NFP_ANO_01        2.903    0.106   27.274    0.000    2.903    0.793
##    .NFP_ANO_02        1.588    0.064   24.750    0.000    1.588    0.750
##    .NFP_ANO_03        1.574    0.057   27.746    0.000    1.574    0.905
##    .NFP_ANO_04        1.803    0.075   24.130    0.000    1.803    0.674
##    .NFP_GEN_01        0.861    0.036   23.865    0.000    0.861    0.442
##    .NFP_GEN_02        0.400    0.020   20.142    0.000    0.400    0.295
##    .NFP_GEN_03        1.543    0.060   25.805    0.000    1.543    0.603
##    .NFP_GEN_04        0.425    0.020   21.146    0.000    0.425    0.324
##     HEX_HOH_SIN       1.775    0.105   16.911    0.000    1.000    1.000
##     HEX_HOH_FAI       3.245    0.160   20.246    0.000    1.000    1.000
##     HEX_HOH_GRE       0.644    0.074    8.700    0.000    1.000    1.000
##     HEX_HOH_MOD       0.708    0.060   11.799    0.000    1.000    1.000
##     HEX_EMO_FEA       1.236    0.097   12.796    0.000    1.000    1.000
##     HEX_EMO_ANX       1.871    0.106   17.728    0.000    1.000    1.000
##     HEX_EMO_DEP       1.121    0.084   13.314    0.000    1.000    1.000
##     HEX_EMO_SEN       1.367    0.099   13.780    0.000    1.000    1.000
##     HEX_EXT_SSE       1.638    0.091   17.906    0.000    1.000    1.000
##     HEX_EXT_BOL       1.113    0.091   12.271    0.000    1.000    1.000
##     HEX_EXT_SOC       1.334    0.098   13.555    0.000    1.000    1.000
##     HEX_EXT_LIV       1.492    0.099   15.134    0.000    1.000    1.000
##     HEX_AGR_FOR       2.223    0.110   20.148    0.000    1.000    1.000
##     HEX_AGR_GEN       0.914    0.082   11.151    0.000    1.000    1.000
##     HEX_AGR_FLX       0.790    0.085    9.328    0.000    1.000    1.000
##     HEX_AGR_PAT       1.051    0.077   13.704    0.000    1.000    1.000
##     HEX_CNS_ORG       0.868    0.078   11.074    0.000    1.000    1.000
##     HEX_CNS_DIL       0.815    0.062   13.148    0.000    1.000    1.000
##     HEX_CNS_PER       0.404    0.045    8.993    0.000    1.000    1.000
##     HEX_CNS_PRU       0.971    0.069   14.122    0.000    1.000    1.000
##     HEX_OPN_AES       1.712    0.111   15.480    0.000    1.000    1.000
##     HEX_OPN_INQ       1.408    0.100   14.135    0.000    1.000    1.000
##     HEX_OPN_CRE       0.805    0.077   10.521    0.000    1.000    1.000
##     HEX_OPN_UNC       0.579    0.066    8.829    0.000    1.000    1.000
##    .NFP_INF           0.534    0.048   11.110    0.000    0.698    0.698
##    .NFP_PSY           0.137    0.033    4.116    0.000    0.166    0.166
##    .NFP_PHY           0.498    0.049   10.210    0.000    0.365    0.365
##    .NFP_SOC          -0.173    0.045   -3.860    0.000   -0.110   -0.110
##    .NFP_GOV           1.160    0.076   15.358    0.000    0.772    0.772
##    .NFP_COM           0.417    0.048    8.754    0.000    0.801    0.801
##    .NFP_ANO           0.399    0.069    5.806    0.000    0.528    0.528
##    .NFP_GEN           0.756    0.056   13.621    0.000    0.696    0.696

As expected, the fit was poor. Will hence report results of regular multiple regression.

## lavaan 0.6.15 ended normally after 65 iterations
## 
##   Estimator                                         ML
##   Optimization method                           NLMINB
##   Number of model parameters                       284
## 
##                                                   Used       Total
##   Number of observations                          1553        1559
## 
## Model Test User Model:
##                                                       
##   Test statistic                                 0.000
##   Degrees of freedom                                 0
## 
## Model Test Baseline Model:
## 
##   Test statistic                              9029.747
##   Degrees of freedom                               276
##   P-value                                        0.000
## 
## User Model versus Baseline Model:
## 
##   Comparative Fit Index (CFI)                    1.000
##   Tucker-Lewis Index (TLI)                       1.000
## 
## Loglikelihood and Information Criteria:
## 
##   Loglikelihood user model (H0)             -14857.892
##   Loglikelihood unrestricted model (H1)     -14857.892
##                                                       
##   Akaike (AIC)                               30283.783
##   Bayesian (BIC)                             31802.599
##   Sample-size adjusted Bayesian (SABIC)      30900.397
## 
## Root Mean Square Error of Approximation:
## 
##   RMSEA                                          0.000
##   90 Percent confidence interval - lower         0.000
##   90 Percent confidence interval - upper         0.000
##   P-value H_0: RMSEA <= 0.050                       NA
##   P-value H_0: RMSEA >= 0.080                       NA
## 
## Standardized Root Mean Square Residual:
## 
##   SRMR                                           0.000
## 
## Parameter Estimates:
## 
##   Standard errors                             Standard
##   Information                                 Expected
##   Information saturated (h1) model          Structured
## 
## Regressions:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##   NFP_INF_M ~                                                           
##     HEX_HOH_SIN_M     0.013    0.021    0.636    0.525    0.013    0.018
##     HEX_HOH_FAI_M     0.037    0.019    1.910    0.056    0.037    0.058
##     HEX_HOH_GRE_M    -0.036    0.020   -1.824    0.068   -0.036   -0.051
##     HEX_HOH_MOD_M     0.041    0.026    1.595    0.111    0.041    0.047
##     HEX_EMO_FEA_M     0.057    0.025    2.305    0.021    0.057    0.071
##     HEX_EMO_ANX_M    -0.020    0.025   -0.797    0.426   -0.020   -0.027
##     HEX_EMO_DEP_M    -0.125    0.025   -5.053    0.000   -0.125   -0.149
##     HEX_EMO_SEN_M     0.046    0.027    1.705    0.088    0.046    0.053
##     HEX_EXT_SSE_M     0.009    0.028    0.306    0.759    0.009    0.011
##     HEX_EXT_BOL_M    -0.063    0.025   -2.539    0.011   -0.063   -0.085
##     HEX_EXT_SOC_M    -0.069    0.026   -2.659    0.008   -0.069   -0.095
##     HEX_EXT_LIV_M    -0.094    0.029   -3.228    0.001   -0.094   -0.122
##     HEX_AGR_FOR_M    -0.064    0.024   -2.686    0.007   -0.064   -0.081
##     HEX_AGR_GEN_M     0.032    0.028    1.121    0.262    0.032    0.036
##     HEX_AGR_FLX_M    -0.087    0.028   -3.131    0.002   -0.087   -0.095
##     HEX_AGR_PAT_M     0.015    0.026    0.600    0.548    0.015    0.019
##     HEX_CNS_ORG_M     0.015    0.025    0.615    0.539    0.015    0.019
##     HEX_CNS_DIL_M     0.042    0.031    1.365    0.172    0.042    0.048
##     HEX_CNS_PER_M     0.135    0.031    4.278    0.000    0.135    0.126
##     HEX_CNS_PRU_M     0.025    0.030    0.815    0.415    0.025    0.026
##     HEX_OPN_AES_M     0.027    0.025    1.092    0.275    0.027    0.035
##     HEX_OPN_INQ_M    -0.007    0.023   -0.321    0.748   -0.007   -0.010
##     HEX_OPN_CRE_M     0.035    0.023    1.518    0.129    0.035    0.047
##     HEX_OPN_UNC_M     0.028    0.028    0.992    0.321    0.028    0.030
##     age               0.020    0.015    1.269    0.204    0.020    0.032
##     male              0.079    0.055    1.438    0.151    0.079    0.039
##     white            -0.236    0.059   -4.021    0.000   -0.236   -0.098
##     relation         -0.066    0.051   -1.291    0.197   -0.066   -0.032
##     college          -0.128    0.055   -2.337    0.019   -0.128   -0.059
##     income           -0.039    0.036   -1.089    0.276   -0.039   -0.029
##     conserv           0.059    0.014    4.097    0.000    0.059    0.105
##   NFP_PSY_M ~                                                           
##     HEX_HOH_SIN_M    -0.001    0.020   -0.028    0.978   -0.001   -0.001
##     HEX_HOH_FAI_M    -0.015    0.018   -0.799    0.425   -0.015   -0.020
##     HEX_HOH_GRE_M    -0.030    0.019   -1.586    0.113   -0.030   -0.036
##     HEX_HOH_MOD_M    -0.105    0.025   -4.248    0.000   -0.105   -0.103
##     HEX_EMO_FEA_M     0.097    0.023    4.146    0.000    0.097    0.104
##     HEX_EMO_ANX_M     0.002    0.024    0.097    0.923    0.002    0.003
##     HEX_EMO_DEP_M    -0.443    0.024  -18.752    0.000   -0.443   -0.454
##     HEX_EMO_SEN_M    -0.034    0.025   -1.349    0.177   -0.034   -0.034
##     HEX_EXT_SSE_M    -0.113    0.027   -4.215    0.000   -0.113   -0.124
##     HEX_EXT_BOL_M    -0.154    0.024   -6.476    0.000   -0.154   -0.177
##     HEX_EXT_SOC_M    -0.045    0.025   -1.847    0.065   -0.045   -0.054
##     HEX_EXT_LIV_M    -0.101    0.028   -3.632    0.000   -0.101   -0.112
##     HEX_AGR_FOR_M    -0.012    0.023   -0.528    0.598   -0.012   -0.013
##     HEX_AGR_GEN_M     0.033    0.027    1.244    0.213    0.033    0.033
##     HEX_AGR_FLX_M    -0.158    0.026   -6.008    0.000   -0.158   -0.149
##     HEX_AGR_PAT_M     0.044    0.024    1.813    0.070    0.044    0.046
##     HEX_CNS_ORG_M     0.001    0.024    0.028    0.978    0.001    0.001
##     HEX_CNS_DIL_M     0.020    0.029    0.677    0.498    0.020    0.019
##     HEX_CNS_PER_M     0.061    0.030    2.023    0.043    0.061    0.049
##     HEX_CNS_PRU_M    -0.071    0.029   -2.471    0.013   -0.071   -0.065
##     HEX_OPN_AES_M     0.057    0.024    2.391    0.017    0.057    0.063
##     HEX_OPN_INQ_M    -0.001    0.022   -0.041    0.967   -0.001   -0.001
##     HEX_OPN_CRE_M    -0.023    0.022   -1.039    0.299   -0.023   -0.026
##     HEX_OPN_UNC_M    -0.056    0.027   -2.108    0.035   -0.056   -0.051
##     age               0.006    0.015    0.423    0.672    0.006    0.009
##     male              0.116    0.052    2.222    0.026    0.116    0.050
##     white            -0.105    0.056   -1.874    0.061   -0.105   -0.037
##     relation          0.019    0.048    0.390    0.697    0.019    0.008
##     college           0.041    0.052    0.793    0.428    0.041    0.017
##     income            0.053    0.034    1.577    0.115    0.053    0.035
##     conserv           0.054    0.014    3.971    0.000    0.054    0.083
##   NFP_PHY_M ~                                                           
##     HEX_HOH_SIN_M    -0.025    0.020   -1.226    0.220   -0.025   -0.028
##     HEX_HOH_FAI_M    -0.045    0.019   -2.357    0.018   -0.045   -0.059
##     HEX_HOH_GRE_M    -0.001    0.019   -0.039    0.969   -0.001   -0.001
##     HEX_HOH_MOD_M    -0.008    0.026   -0.313    0.754   -0.008   -0.008
##     HEX_EMO_FEA_M     0.114    0.025    4.667    0.000    0.114    0.119
##     HEX_EMO_ANX_M     0.050    0.025    2.015    0.044    0.050    0.057
##     HEX_EMO_DEP_M    -0.034    0.025   -1.378    0.168   -0.034   -0.034
##     HEX_EMO_SEN_M     0.003    0.027    0.115    0.909    0.003    0.003
##     HEX_EXT_SSE_M    -0.044    0.028   -1.575    0.115   -0.044   -0.047
##     HEX_EXT_BOL_M    -0.078    0.025   -3.142    0.002   -0.078   -0.087
##     HEX_EXT_SOC_M    -0.319    0.026  -12.448    0.000   -0.319   -0.369
##     HEX_EXT_LIV_M    -0.052    0.029   -1.790    0.073   -0.052   -0.056
##     HEX_AGR_FOR_M    -0.102    0.024   -4.340    0.000   -0.102   -0.108
##     HEX_AGR_GEN_M     0.074    0.028    2.639    0.008    0.074    0.070
##     HEX_AGR_FLX_M    -0.132    0.027   -4.819    0.000   -0.132   -0.121
##     HEX_AGR_PAT_M    -0.014    0.025   -0.558    0.577   -0.014   -0.014
##     HEX_CNS_ORG_M     0.033    0.025    1.321    0.187    0.033    0.034
##     HEX_CNS_DIL_M     0.033    0.031    1.087    0.277    0.033    0.031
##     HEX_CNS_PER_M     0.126    0.031    4.043    0.000    0.126    0.099
##     HEX_CNS_PRU_M    -0.019    0.030   -0.635    0.526   -0.019   -0.017
##     HEX_OPN_AES_M     0.009    0.025    0.355    0.723    0.009    0.010
##     HEX_OPN_INQ_M    -0.059    0.023   -2.588    0.010   -0.059   -0.065
##     HEX_OPN_CRE_M     0.033    0.023    1.417    0.157    0.033    0.036
##     HEX_OPN_UNC_M     0.040    0.028    1.443    0.149    0.040    0.036
##     age              -0.042    0.015   -2.734    0.006   -0.042   -0.058
##     male              0.015    0.054    0.280    0.779    0.015    0.006
##     white             0.149    0.058    2.557    0.011    0.149    0.052
##     relation         -0.030    0.051   -0.596    0.551   -0.030   -0.012
##     college          -0.001    0.054   -0.021    0.984   -0.001   -0.000
##     income           -0.019    0.035   -0.533    0.594   -0.019   -0.012
##     conserv           0.055    0.014    3.835    0.000    0.055    0.081
##   NFP_SOC_M ~                                                           
##     HEX_HOH_SIN_M    -0.008    0.016   -0.514    0.607   -0.008   -0.009
##     HEX_HOH_FAI_M    -0.023    0.015   -1.516    0.129   -0.023   -0.028
##     HEX_HOH_GRE_M    -0.018    0.015   -1.153    0.249   -0.018   -0.020
##     HEX_HOH_MOD_M    -0.046    0.020   -2.264    0.024   -0.046   -0.041
##     HEX_EMO_FEA_M     0.017    0.019    0.870    0.384    0.017    0.016
##     HEX_EMO_ANX_M    -0.014    0.020   -0.702    0.483   -0.014   -0.015
##     HEX_EMO_DEP_M    -0.120    0.020   -6.150    0.000   -0.120   -0.111
##     HEX_EMO_SEN_M    -0.001    0.021   -0.058    0.954   -0.001   -0.001
##     HEX_EXT_SSE_M    -0.102    0.022   -4.602    0.000   -0.102   -0.101
##     HEX_EXT_BOL_M    -0.151    0.020   -7.675    0.000   -0.151   -0.156
##     HEX_EXT_SOC_M    -0.490    0.020  -24.103    0.000   -0.490   -0.524
##     HEX_EXT_LIV_M    -0.135    0.023   -5.909    0.000   -0.135   -0.136
##     HEX_AGR_FOR_M    -0.018    0.019   -0.961    0.336   -0.018   -0.018
##     HEX_AGR_GEN_M     0.037    0.022    1.671    0.095    0.037    0.033
##     HEX_AGR_FLX_M    -0.101    0.022   -4.636    0.000   -0.101   -0.086
##     HEX_AGR_PAT_M    -0.012    0.020   -0.590    0.555   -0.012   -0.011
##     HEX_CNS_ORG_M    -0.007    0.019   -0.359    0.719   -0.007   -0.007
##     HEX_CNS_DIL_M     0.037    0.024    1.510    0.131    0.037    0.032
##     HEX_CNS_PER_M     0.066    0.025    2.655    0.008    0.066    0.048
##     HEX_CNS_PRU_M    -0.091    0.024   -3.838    0.000   -0.091   -0.075
##     HEX_OPN_AES_M     0.039    0.020    1.971    0.049    0.039    0.039
##     HEX_OPN_INQ_M    -0.005    0.018   -0.305    0.761   -0.005   -0.006
##     HEX_OPN_CRE_M    -0.018    0.018   -0.969    0.333   -0.018   -0.018
##     HEX_OPN_UNC_M     0.103    0.022    4.685    0.000    0.103    0.085
##     age               0.002    0.012    0.144    0.886    0.002    0.002
##     male             -0.078    0.043   -1.806    0.071   -0.078   -0.030
##     white            -0.033    0.046   -0.726    0.468   -0.033   -0.011
##     relation         -0.141    0.040   -3.524    0.000   -0.141   -0.053
##     college           0.005    0.043    0.105    0.916    0.005    0.002
##     income            0.018    0.028    0.654    0.513    0.018    0.011
##     conserv           0.032    0.011    2.814    0.005    0.032    0.044
##   NFP_GOV_M ~                                                           
##     HEX_HOH_SIN_M     0.068    0.028    2.389    0.017    0.068    0.069
##     HEX_HOH_FAI_M    -0.043    0.026   -1.631    0.103   -0.043   -0.051
##     HEX_HOH_GRE_M     0.008    0.027    0.281    0.779    0.008    0.008
##     HEX_HOH_MOD_M    -0.014    0.036   -0.386    0.700   -0.014   -0.012
##     HEX_EMO_FEA_M    -0.015    0.034   -0.438    0.661   -0.015   -0.014
##     HEX_EMO_ANX_M    -0.059    0.034   -1.713    0.087   -0.059   -0.060
##     HEX_EMO_DEP_M    -0.065    0.034   -1.915    0.055   -0.065   -0.058
##     HEX_EMO_SEN_M    -0.032    0.037   -0.872    0.383   -0.032   -0.028
##     HEX_EXT_SSE_M    -0.040    0.039   -1.028    0.304   -0.040   -0.038
##     HEX_EXT_BOL_M    -0.004    0.034   -0.120    0.904   -0.004   -0.004
##     HEX_EXT_SOC_M    -0.008    0.036   -0.238    0.812   -0.008   -0.009
##     HEX_EXT_LIV_M    -0.118    0.040   -2.940    0.003   -0.118   -0.115
##     HEX_AGR_FOR_M    -0.045    0.033   -1.375    0.169   -0.045   -0.043
##     HEX_AGR_GEN_M     0.096    0.039    2.456    0.014    0.096    0.081
##     HEX_AGR_FLX_M    -0.179    0.038   -4.698    0.000   -0.179   -0.147
##     HEX_AGR_PAT_M     0.059    0.035    1.683    0.092    0.059    0.054
##     HEX_CNS_ORG_M     0.011    0.034    0.336    0.737    0.011    0.011
##     HEX_CNS_DIL_M     0.034    0.043    0.789    0.430    0.034    0.028
##     HEX_CNS_PER_M     0.110    0.043    2.547    0.011    0.110    0.078
##     HEX_CNS_PRU_M    -0.039    0.042   -0.938    0.348   -0.039   -0.031
##     HEX_OPN_AES_M     0.029    0.034    0.848    0.397    0.029    0.028
##     HEX_OPN_INQ_M    -0.008    0.031   -0.260    0.795   -0.008   -0.008
##     HEX_OPN_CRE_M     0.067    0.032    2.119    0.034    0.067    0.067
##     HEX_OPN_UNC_M     0.106    0.038    2.761    0.006    0.106    0.085
##     age               0.004    0.021    0.188    0.851    0.004    0.005
##     male              0.232    0.075    3.076    0.002    0.232    0.087
##     white            -0.067    0.081   -0.823    0.410   -0.067   -0.021
##     relation          0.057    0.070    0.817    0.414    0.057    0.021
##     college          -0.128    0.076   -1.694    0.090   -0.128   -0.044
##     income           -0.028    0.049   -0.570    0.569   -0.028   -0.016
##     conserv           0.170    0.020    8.577    0.000    0.170    0.226
##   NFP_COM_M ~                                                           
##     HEX_HOH_SIN_M     0.090    0.023    3.842    0.000    0.090    0.112
##     HEX_HOH_FAI_M     0.049    0.022    2.233    0.026    0.049    0.070
##     HEX_HOH_GRE_M     0.046    0.022    2.070    0.038    0.046    0.060
##     HEX_HOH_MOD_M    -0.057    0.030   -1.919    0.055   -0.057   -0.059
##     HEX_EMO_FEA_M     0.000    0.028    0.007    0.994    0.000    0.000
##     HEX_EMO_ANX_M    -0.062    0.029   -2.169    0.030   -0.062   -0.077
##     HEX_EMO_DEP_M    -0.067    0.028   -2.373    0.018   -0.067   -0.073
##     HEX_EMO_SEN_M     0.052    0.030    1.690    0.091    0.052    0.055
##     HEX_EXT_SSE_M    -0.037    0.032   -1.139    0.255   -0.037   -0.043
##     HEX_EXT_BOL_M    -0.022    0.029   -0.770    0.441   -0.022   -0.027
##     HEX_EXT_SOC_M     0.045    0.029    1.513    0.130    0.045    0.056
##     HEX_EXT_LIV_M    -0.106    0.033   -3.195    0.001   -0.106   -0.126
##     HEX_AGR_FOR_M    -0.008    0.027   -0.282    0.778   -0.008   -0.009
##     HEX_AGR_GEN_M    -0.024    0.032   -0.745    0.456   -0.024   -0.025
##     HEX_AGR_FLX_M    -0.090    0.032   -2.853    0.004   -0.090   -0.090
##     HEX_AGR_PAT_M    -0.000    0.029   -0.013    0.989   -0.000   -0.000
##     HEX_CNS_ORG_M     0.018    0.028    0.622    0.534    0.018    0.020
##     HEX_CNS_DIL_M     0.098    0.035    2.795    0.005    0.098    0.102
##     HEX_CNS_PER_M     0.034    0.036    0.954    0.340    0.034    0.029
##     HEX_CNS_PRU_M    -0.001    0.035   -0.021    0.983   -0.001   -0.001
##     HEX_OPN_AES_M     0.051    0.028    1.789    0.074    0.051    0.061
##     HEX_OPN_INQ_M     0.051    0.026    1.968    0.049    0.051    0.062
##     HEX_OPN_CRE_M     0.030    0.026    1.137    0.256    0.030    0.036
##     HEX_OPN_UNC_M     0.004    0.032    0.138    0.891    0.004    0.004
##     age              -0.017    0.018   -0.984    0.325   -0.017   -0.026
##     male              0.145    0.062    2.320    0.020    0.145    0.066
##     white            -0.131    0.067   -1.955    0.051   -0.131   -0.050
##     relation         -0.033    0.058   -0.568    0.570   -0.033   -0.015
##     college          -0.059    0.063   -0.941    0.347   -0.059   -0.025
##     income           -0.028    0.041   -0.703    0.482   -0.028   -0.020
##     conserv           0.078    0.016    4.718    0.000    0.078    0.126
##   NFP_ANO_M ~                                                           
##     HEX_HOH_SIN_M     0.009    0.022    0.424    0.671    0.009    0.012
##     HEX_HOH_FAI_M    -0.051    0.021   -2.464    0.014   -0.051   -0.074
##     HEX_HOH_GRE_M     0.003    0.021    0.153    0.878    0.003    0.004
##     HEX_HOH_MOD_M    -0.091    0.028   -3.270    0.001   -0.091   -0.096
##     HEX_EMO_FEA_M     0.022    0.026    0.830    0.406    0.022    0.025
##     HEX_EMO_ANX_M    -0.121    0.027   -4.514    0.000   -0.121   -0.154
##     HEX_EMO_DEP_M    -0.022    0.027   -0.841    0.400   -0.022   -0.025
##     HEX_EMO_SEN_M    -0.054    0.029   -1.874    0.061   -0.054   -0.058
##     HEX_EXT_SSE_M    -0.115    0.030   -3.787    0.000   -0.115   -0.136
##     HEX_EXT_BOL_M    -0.033    0.027   -1.216    0.224   -0.033   -0.041
##     HEX_EXT_SOC_M    -0.022    0.028   -0.807    0.419   -0.022   -0.029
##     HEX_EXT_LIV_M    -0.096    0.031   -3.062    0.002   -0.096   -0.115
##     HEX_AGR_FOR_M    -0.003    0.025   -0.128    0.898   -0.003   -0.004
##     HEX_AGR_GEN_M     0.049    0.030    1.598    0.110    0.049    0.051
##     HEX_AGR_FLX_M    -0.128    0.030   -4.324    0.000   -0.128   -0.131
##     HEX_AGR_PAT_M     0.003    0.027    0.112    0.911    0.003    0.003
##     HEX_CNS_ORG_M     0.008    0.027    0.298    0.766    0.008    0.009
##     HEX_CNS_DIL_M    -0.023    0.033   -0.697    0.486   -0.023   -0.024
##     HEX_CNS_PER_M     0.092    0.034    2.734    0.006    0.092    0.080
##     HEX_CNS_PRU_M    -0.105    0.032   -3.222    0.001   -0.105   -0.103
##     HEX_OPN_AES_M    -0.001    0.027   -0.021    0.983   -0.001   -0.001
##     HEX_OPN_INQ_M     0.048    0.025    1.965    0.049    0.048    0.059
##     HEX_OPN_CRE_M     0.050    0.025    2.023    0.043    0.050    0.062
##     HEX_OPN_UNC_M     0.033    0.030    1.120    0.263    0.033    0.033
##     age               0.004    0.016    0.261    0.794    0.004    0.007
##     male              0.139    0.059    2.368    0.018    0.139    0.064
##     white            -0.271    0.063   -4.307    0.000   -0.271   -0.105
##     relation         -0.069    0.055   -1.263    0.207   -0.069   -0.031
##     college           0.049    0.059    0.826    0.409    0.049    0.021
##     income            0.002    0.038    0.048    0.961    0.002    0.001
##     conserv           0.081    0.015    5.251    0.000    0.081    0.134
##   NFP_GEN_M ~                                                           
##     HEX_HOH_SIN_M     0.064    0.022    2.936    0.003    0.064    0.081
##     HEX_HOH_FAI_M     0.055    0.020    2.683    0.007    0.055    0.080
##     HEX_HOH_GRE_M    -0.032    0.021   -1.517    0.129   -0.032   -0.042
##     HEX_HOH_MOD_M    -0.111    0.028   -3.995    0.000   -0.111   -0.116
##     HEX_EMO_FEA_M     0.090    0.026    3.426    0.001    0.090    0.103
##     HEX_EMO_ANX_M    -0.053    0.027   -1.981    0.048   -0.053   -0.067
##     HEX_EMO_DEP_M    -0.110    0.027   -4.163    0.000   -0.110   -0.121
##     HEX_EMO_SEN_M     0.042    0.029    1.462    0.144    0.042    0.044
##     HEX_EXT_SSE_M     0.016    0.030    0.522    0.602    0.016    0.019
##     HEX_EXT_BOL_M    -0.045    0.027   -1.680    0.093   -0.045   -0.055
##     HEX_EXT_SOC_M    -0.081    0.028   -2.944    0.003   -0.081   -0.104
##     HEX_EXT_LIV_M    -0.117    0.031   -3.769    0.000   -0.117   -0.140
##     HEX_AGR_FOR_M    -0.049    0.025   -1.927    0.054   -0.049   -0.057
##     HEX_AGR_GEN_M     0.025    0.030    0.837    0.403    0.025    0.026
##     HEX_AGR_FLX_M    -0.014    0.030   -0.467    0.641   -0.014   -0.014
##     HEX_AGR_PAT_M     0.017    0.027    0.616    0.538    0.017    0.019
##     HEX_CNS_ORG_M     0.046    0.027    1.723    0.085    0.046    0.053
##     HEX_CNS_DIL_M     0.070    0.033    2.105    0.035    0.070    0.072
##     HEX_CNS_PER_M     0.204    0.034    6.051    0.000    0.204    0.176
##     HEX_CNS_PRU_M    -0.097    0.032   -3.000    0.003   -0.097   -0.095
##     HEX_OPN_AES_M     0.048    0.027    1.791    0.073    0.048    0.057
##     HEX_OPN_INQ_M     0.019    0.024    0.783    0.434    0.019    0.023
##     HEX_OPN_CRE_M     0.045    0.025    1.802    0.072    0.045    0.054
##     HEX_OPN_UNC_M     0.050    0.030    1.684    0.092    0.050    0.049
##     age               0.034    0.016    2.067    0.039    0.034    0.052
##     male              0.171    0.058    2.927    0.003    0.171    0.079
##     white            -0.258    0.063   -4.115    0.000   -0.258   -0.099
##     relation         -0.152    0.054   -2.799    0.005   -0.152   -0.068
##     college          -0.112    0.059   -1.900    0.057   -0.112   -0.048
##     income           -0.042    0.038   -1.094    0.274   -0.042   -0.029
##     conserv           0.093    0.015    6.034    0.000    0.093    0.152
## 
## Covariances:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##  .NFP_INF_M ~~                                                          
##    .NFP_PSY_M         0.258    0.021   12.399    0.000    0.258    0.331
##    .NFP_PHY_M         0.260    0.022   11.981    0.000    0.260    0.319
##    .NFP_SOC_M         0.099    0.017    5.992    0.000    0.099    0.154
##    .NFP_GOV_M         0.620    0.033   18.980    0.000    0.620    0.550
##    .NFP_COM_M         0.551    0.028   20.004    0.000    0.551    0.589
##    .NFP_ANO_M         0.377    0.024   15.543    0.000    0.377    0.429
##    .NFP_GEN_M         0.556    0.026   21.122    0.000    0.556    0.635
##  .NFP_PSY_M ~~                                                          
##    .NFP_PHY_M         0.199    0.020    9.803    0.000    0.199    0.257
##    .NFP_SOC_M         0.153    0.016    9.574    0.000    0.153    0.250
##    .NFP_GOV_M         0.201    0.028    7.252    0.000    0.201    0.187
##    .NFP_COM_M         0.158    0.023    6.904    0.000    0.158    0.178
##    .NFP_ANO_M         0.172    0.022    7.946    0.000    0.172    0.206
##    .NFP_GEN_M         0.255    0.022   11.532    0.000    0.255    0.306
##  .NFP_PHY_M ~~                                                          
##    .NFP_SOC_M         0.156    0.017    9.313    0.000    0.156    0.243
##    .NFP_GOV_M         0.264    0.029    9.049    0.000    0.264    0.236
##    .NFP_COM_M         0.174    0.024    7.259    0.000    0.174    0.187
##    .NFP_ANO_M         0.153    0.022    6.803    0.000    0.153    0.175
##    .NFP_GEN_M         0.233    0.023   10.211    0.000    0.233    0.268
##  .NFP_SOC_M ~~                                                          
##    .NFP_GOV_M         0.068    0.023    3.016    0.003    0.068    0.077
##    .NFP_COM_M         0.069    0.019    3.666    0.000    0.069    0.093
##    .NFP_ANO_M         0.110    0.018    6.205    0.000    0.110    0.159
##    .NFP_GEN_M         0.135    0.018    7.555    0.000    0.135    0.195
##  .NFP_GOV_M ~~                                                          
##    .NFP_COM_M         0.830    0.039   21.363    0.000    0.830    0.645
##    .NFP_ANO_M         0.555    0.034   16.435    0.000    0.555    0.459
##    .NFP_GEN_M         0.686    0.035   19.476    0.000    0.686    0.569
##  .NFP_COM_M ~~                                                          
##    .NFP_ANO_M         0.507    0.029   17.765    0.000    0.507    0.505
##    .NFP_GEN_M         0.628    0.030   20.969    0.000    0.628    0.628
##  .NFP_ANO_M ~~                                                          
##    .NFP_GEN_M         0.420    0.026   16.082    0.000    0.420    0.447
## 
## Variances:
##                    Estimate  Std.Err  z-value  P(>|z|)   Std.lv  Std.all
##    .NFP_INF_M         0.820    0.029   27.866    0.000    0.820    0.818
##    .NFP_PSY_M         0.741    0.027   27.866    0.000    0.741    0.549
##    .NFP_PHY_M         0.808    0.029   27.866    0.000    0.808    0.565
##    .NFP_SOC_M         0.506    0.018   27.866    0.000    0.506    0.303
##    .NFP_GOV_M         1.553    0.056   27.866    0.000    1.553    0.871
##    .NFP_COM_M         1.067    0.038   27.866    0.000    1.067    0.891
##    .NFP_ANO_M         0.943    0.034   27.866    0.000    0.943    0.812
##    .NFP_GEN_M         0.937    0.034   27.866    0.000    0.937    0.794

Tables

Descriptives

Let’s first make a descriptive table with means and model fit.

Figures

Correlation

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